{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "'''\n",
    "【课程3.1】  Matplotlib简介及图表窗口\n",
    "\n",
    "Matplotlib → 一个python版的matlab绘图接口，以2D为主，支持python、numpy、pandas基本数据结构，运营高效且有较丰富的图表库\n",
    " \n",
    "'''"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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nngtFnt27h62jRSQ+SgQyVEEB/PQTzJ278XPl9xYvDgnAX/8a2jdL5tprL1iw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\njpG9AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x9712c88>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 图表窗口1 → plt.show()\n",
    "\n",
    "plt.plot(np.random.rand(10))\n",
    "plt.show()\n",
    "# 直接生成图表"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0xb0244a8>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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OQe1jheJBhaB4gOEGx/FcHgA1jo2aINHX+p+2BOng4A104sQJYx07KTUv3pEv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\nSUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x9765a90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 图表窗口2 → 魔法函数，嵌入图表\n",
    "\n",
    "% matplotlib inline  \n",
    "x = np.random.randn(1000)\n",
    "y = np.random.randn(1000)\n",
    "plt.scatter(x,y)\n",
    "# 直接嵌入图表，不用plt.show()\n",
    "# <matplotlib.collections.PathCollection at ...> 代表该图表对象"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "/* Put everything inside the global mpl namespace */\n",
       "window.mpl = {};\n",
       "\n",
       "mpl.get_websocket_type = function() {\n",
       "    if (typeof(WebSocket) !== 'undefined') {\n",
       "        return WebSocket;\n",
       "    } else if (typeof(MozWebSocket) !== 'undefined') {\n",
       "        return MozWebSocket;\n",
       "    } else {\n",
       "        alert('Your browser does not have WebSocket support.' +\n",
       "              'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
       "              'Firefox 4 and 5 are also supported but you ' +\n",
       "              'have to enable WebSockets in about:config.');\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n",
       "    this.id = figure_id;\n",
       "\n",
       "    this.ws = websocket;\n",
       "\n",
       "    this.supports_binary = (this.ws.binaryType != undefined);\n",
       "\n",
       "    if (!this.supports_binary) {\n",
       "        var warnings = document.getElementById(\"mpl-warnings\");\n",
       "        if (warnings) {\n",
       "            warnings.style.display = 'block';\n",
       "            warnings.textContent = (\n",
       "                \"This browser does not support binary websocket messages. \" +\n",
       "                    \"Performance may be slow.\");\n",
       "        }\n",
       "    }\n",
       "\n",
       "    this.imageObj = new Image();\n",
       "\n",
       "    this.context = undefined;\n",
       "    this.message = undefined;\n",
       "    this.canvas = undefined;\n",
       "    this.rubberband_canvas = undefined;\n",
       "    this.rubberband_context = undefined;\n",
       "    this.format_dropdown = undefined;\n",
       "\n",
       "    this.image_mode = 'full';\n",
       "\n",
       "    this.root = $('<div/>');\n",
       "    this._root_extra_style(this.root)\n",
       "    this.root.attr('style', 'display: inline-block');\n",
       "\n",
       "    $(parent_element).append(this.root);\n",
       "\n",
       "    this._init_header(this);\n",
       "    this._init_canvas(this);\n",
       "    this._init_toolbar(this);\n",
       "\n",
       "    var fig = this;\n",
       "\n",
       "    this.waiting = false;\n",
       "\n",
       "    this.ws.onopen =  function () {\n",
       "            fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n",
       "            fig.send_message(\"send_image_mode\", {});\n",
       "            fig.send_message(\"refresh\", {});\n",
       "        }\n",
       "\n",
       "    this.imageObj.onload = function() {\n",
       "            if (fig.image_mode == 'full') {\n",
       "                // Full images could contain transparency (where diff images\n",
       "                // almost always do), so we need to clear the canvas so that\n",
       "                // there is no ghosting.\n",
       "                fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
       "            }\n",
       "            fig.context.drawImage(fig.imageObj, 0, 0);\n",
       "        };\n",
       "\n",
       "    this.imageObj.onunload = function() {\n",
       "        this.ws.close();\n",
       "    }\n",
       "\n",
       "    this.ws.onmessage = this._make_on_message_function(this);\n",
       "\n",
       "    this.ondownload = ondownload;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_header = function() {\n",
       "    var titlebar = $(\n",
       "        '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n",
       "        'ui-helper-clearfix\"/>');\n",
       "    var titletext = $(\n",
       "        '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n",
       "        'text-align: center; padding: 3px;\"/>');\n",
       "    titlebar.append(titletext)\n",
       "    this.root.append(titlebar);\n",
       "    this.header = titletext[0];\n",
       "}\n",
       "\n",
       "\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_canvas = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var canvas_div = $('<div/>');\n",
       "\n",
       "    canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n",
       "\n",
       "    function canvas_keyboard_event(event) {\n",
       "        return fig.key_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    canvas_div.keydown('key_press', canvas_keyboard_event);\n",
       "    canvas_div.keyup('key_release', canvas_keyboard_event);\n",
       "    this.canvas_div = canvas_div\n",
       "    this._canvas_extra_style(canvas_div)\n",
       "    this.root.append(canvas_div);\n",
       "\n",
       "    var canvas = $('<canvas/>');\n",
       "    canvas.addClass('mpl-canvas');\n",
       "    canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n",
       "\n",
       "    this.canvas = canvas[0];\n",
       "    this.context = canvas[0].getContext(\"2d\");\n",
       "\n",
       "    var rubberband = $('<canvas/>');\n",
       "    rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n",
       "\n",
       "    var pass_mouse_events = true;\n",
       "\n",
       "    canvas_div.resizable({\n",
       "        start: function(event, ui) {\n",
       "            pass_mouse_events = false;\n",
       "        },\n",
       "        resize: function(event, ui) {\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "        stop: function(event, ui) {\n",
       "            pass_mouse_events = true;\n",
       "            fig.request_resize(ui.size.width, ui.size.height);\n",
       "        },\n",
       "    });\n",
       "\n",
       "    function mouse_event_fn(event) {\n",
       "        if (pass_mouse_events)\n",
       "            return fig.mouse_event(event, event['data']);\n",
       "    }\n",
       "\n",
       "    rubberband.mousedown('button_press', mouse_event_fn);\n",
       "    rubberband.mouseup('button_release', mouse_event_fn);\n",
       "    // Throttle sequential mouse events to 1 every 20ms.\n",
       "    rubberband.mousemove('motion_notify', mouse_event_fn);\n",
       "\n",
       "    rubberband.mouseenter('figure_enter', mouse_event_fn);\n",
       "    rubberband.mouseleave('figure_leave', mouse_event_fn);\n",
       "\n",
       "    canvas_div.on(\"wheel\", function (event) {\n",
       "        event = event.originalEvent;\n",
       "        event['data'] = 'scroll'\n",
       "        if (event.deltaY < 0) {\n",
       "            event.step = 1;\n",
       "        } else {\n",
       "            event.step = -1;\n",
       "        }\n",
       "        mouse_event_fn(event);\n",
       "    });\n",
       "\n",
       "    canvas_div.append(canvas);\n",
       "    canvas_div.append(rubberband);\n",
       "\n",
       "    this.rubberband = rubberband;\n",
       "    this.rubberband_canvas = rubberband[0];\n",
       "    this.rubberband_context = rubberband[0].getContext(\"2d\");\n",
       "    this.rubberband_context.strokeStyle = \"#000000\";\n",
       "\n",
       "    this._resize_canvas = function(width, height) {\n",
       "        // Keep the size of the canvas, canvas container, and rubber band\n",
       "        // canvas in synch.\n",
       "        canvas_div.css('width', width)\n",
       "        canvas_div.css('height', height)\n",
       "\n",
       "        canvas.attr('width', width);\n",
       "        canvas.attr('height', height);\n",
       "\n",
       "        rubberband.attr('width', width);\n",
       "        rubberband.attr('height', height);\n",
       "    }\n",
       "\n",
       "    // Set the figure to an initial 600x600px, this will subsequently be updated\n",
       "    // upon first draw.\n",
       "    this._resize_canvas(600, 600);\n",
       "\n",
       "    // Disable right mouse context menu.\n",
       "    $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n",
       "        return false;\n",
       "    });\n",
       "\n",
       "    function set_focus () {\n",
       "        canvas.focus();\n",
       "        canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    window.setTimeout(set_focus, 100);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>')\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items) {\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) {\n",
       "            // put a spacer in here.\n",
       "            continue;\n",
       "        }\n",
       "        var button = $('<button/>');\n",
       "        button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n",
       "                        'ui-button-icon-only');\n",
       "        button.attr('role', 'button');\n",
       "        button.attr('aria-disabled', 'false');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "\n",
       "        var icon_img = $('<span/>');\n",
       "        icon_img.addClass('ui-button-icon-primary ui-icon');\n",
       "        icon_img.addClass(image);\n",
       "        icon_img.addClass('ui-corner-all');\n",
       "\n",
       "        var tooltip_span = $('<span/>');\n",
       "        tooltip_span.addClass('ui-button-text');\n",
       "        tooltip_span.html(tooltip);\n",
       "\n",
       "        button.append(icon_img);\n",
       "        button.append(tooltip_span);\n",
       "\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    var fmt_picker_span = $('<span/>');\n",
       "\n",
       "    var fmt_picker = $('<select/>');\n",
       "    fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n",
       "    fmt_picker_span.append(fmt_picker);\n",
       "    nav_element.append(fmt_picker_span);\n",
       "    this.format_dropdown = fmt_picker[0];\n",
       "\n",
       "    for (var ind in mpl.extensions) {\n",
       "        var fmt = mpl.extensions[ind];\n",
       "        var option = $(\n",
       "            '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n",
       "        fmt_picker.append(option)\n",
       "    }\n",
       "\n",
       "    // Add hover states to the ui-buttons\n",
       "    $( \".ui-button\" ).hover(\n",
       "        function() { $(this).addClass(\"ui-state-hover\");},\n",
       "        function() { $(this).removeClass(\"ui-state-hover\");}\n",
       "    );\n",
       "\n",
       "    var status_bar = $('<span class=\"mpl-message\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n",
       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
       "    // which will in turn request a refresh of the image.\n",
       "    this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_message = function(type, properties) {\n",
       "    properties['type'] = type;\n",
       "    properties['figure_id'] = this.id;\n",
       "    this.ws.send(JSON.stringify(properties));\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.send_draw_message = function() {\n",
       "    if (!this.waiting) {\n",
       "        this.waiting = true;\n",
       "        this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n",
       "    }\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    var format_dropdown = fig.format_dropdown;\n",
       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
       "    fig.ondownload(fig, format);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.figure.prototype.handle_resize = function(fig, msg) {\n",
       "    var size = msg['size'];\n",
       "    if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n",
       "        fig._resize_canvas(size[0], size[1]);\n",
       "        fig.send_message(\"refresh\", {});\n",
       "    };\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n",
       "    var x0 = msg['x0'];\n",
       "    var y0 = fig.canvas.height - msg['y0'];\n",
       "    var x1 = msg['x1'];\n",
       "    var y1 = fig.canvas.height - msg['y1'];\n",
       "    x0 = Math.floor(x0) + 0.5;\n",
       "    y0 = Math.floor(y0) + 0.5;\n",
       "    x1 = Math.floor(x1) + 0.5;\n",
       "    y1 = Math.floor(y1) + 0.5;\n",
       "    var min_x = Math.min(x0, x1);\n",
       "    var min_y = Math.min(y0, y1);\n",
       "    var width = Math.abs(x1 - x0);\n",
       "    var height = Math.abs(y1 - y0);\n",
       "\n",
       "    fig.rubberband_context.clearRect(\n",
       "        0, 0, fig.canvas.width, fig.canvas.height);\n",
       "\n",
       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n",
       "    // Updates the figure title.\n",
       "    fig.header.textContent = msg['label'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n",
       "    var cursor = msg['cursor'];\n",
       "    switch(cursor)\n",
       "    {\n",
       "    case 0:\n",
       "        cursor = 'pointer';\n",
       "        break;\n",
       "    case 1:\n",
       "        cursor = 'default';\n",
       "        break;\n",
       "    case 2:\n",
       "        cursor = 'crosshair';\n",
       "        break;\n",
       "    case 3:\n",
       "        cursor = 'move';\n",
       "        break;\n",
       "    }\n",
       "    fig.rubberband_canvas.style.cursor = cursor;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_message = function(fig, msg) {\n",
       "    fig.message.textContent = msg['message'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_draw = function(fig, msg) {\n",
       "    // Request the server to send over a new figure.\n",
       "    fig.send_draw_message();\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n",
       "    fig.image_mode = msg['mode'];\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Called whenever the canvas gets updated.\n",
       "    this.send_message(\"ack\", {});\n",
       "}\n",
       "\n",
       "// A function to construct a web socket function for onmessage handling.\n",
       "// Called in the figure constructor.\n",
       "mpl.figure.prototype._make_on_message_function = function(fig) {\n",
       "    return function socket_on_message(evt) {\n",
       "        if (evt.data instanceof Blob) {\n",
       "            /* FIXME: We get \"Resource interpreted as Image but\n",
       "             * transferred with MIME type text/plain:\" errors on\n",
       "             * Chrome.  But how to set the MIME type?  It doesn't seem\n",
       "             * to be part of the websocket stream */\n",
       "            evt.data.type = \"image/png\";\n",
       "\n",
       "            /* Free the memory for the previous frames */\n",
       "            if (fig.imageObj.src) {\n",
       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
       "                    fig.imageObj.src);\n",
       "            }\n",
       "\n",
       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
       "                evt.data);\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "        else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n",
       "            fig.imageObj.src = evt.data;\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        var msg = JSON.parse(evt.data);\n",
       "        var msg_type = msg['type'];\n",
       "\n",
       "        // Call the  \"handle_{type}\" callback, which takes\n",
       "        // the figure and JSON message as its only arguments.\n",
       "        try {\n",
       "            var callback = fig[\"handle_\" + msg_type];\n",
       "        } catch (e) {\n",
       "            console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        if (callback) {\n",
       "            try {\n",
       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
       "                callback(fig, msg);\n",
       "            } catch (e) {\n",
       "                console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n",
       "            }\n",
       "        }\n",
       "    };\n",
       "}\n",
       "\n",
       "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n",
       "mpl.findpos = function(e) {\n",
       "    //this section is from http://www.quirksmode.org/js/events_properties.html\n",
       "    var targ;\n",
       "    if (!e)\n",
       "        e = window.event;\n",
       "    if (e.target)\n",
       "        targ = e.target;\n",
       "    else if (e.srcElement)\n",
       "        targ = e.srcElement;\n",
       "    if (targ.nodeType == 3) // defeat Safari bug\n",
       "        targ = targ.parentNode;\n",
       "\n",
       "    // jQuery normalizes the pageX and pageY\n",
       "    // pageX,Y are the mouse positions relative to the document\n",
       "    // offset() returns the position of the element relative to the document\n",
       "    var x = e.pageX - $(targ).offset().left;\n",
       "    var y = e.pageY - $(targ).offset().top;\n",
       "\n",
       "    return {\"x\": x, \"y\": y};\n",
       "};\n",
       "\n",
       "/*\n",
       " * return a copy of an object with only non-object keys\n",
       " * we need this to avoid circular references\n",
       " * http://stackoverflow.com/a/24161582/3208463\n",
       " */\n",
       "function simpleKeys (original) {\n",
       "  return Object.keys(original).reduce(function (obj, key) {\n",
       "    if (typeof original[key] !== 'object')\n",
       "        obj[key] = original[key]\n",
       "    return obj;\n",
       "  }, {});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.mouse_event = function(event, name) {\n",
       "    var canvas_pos = mpl.findpos(event)\n",
       "\n",
       "    if (name === 'button_press')\n",
       "    {\n",
       "        this.canvas.focus();\n",
       "        this.canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    var x = canvas_pos.x;\n",
       "    var y = canvas_pos.y;\n",
       "\n",
       "    this.send_message(name, {x: x, y: y, button: event.button,\n",
       "                             step: event.step,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "\n",
       "    /* This prevents the web browser from automatically changing to\n",
       "     * the text insertion cursor when the button is pressed.  We want\n",
       "     * to control all of the cursor setting manually through the\n",
       "     * 'cursor' event from matplotlib */\n",
       "    event.preventDefault();\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    // Handle any extra behaviour associated with a key event\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.key_event = function(event, name) {\n",
       "\n",
       "    // Prevent repeat events\n",
       "    if (name == 'key_press')\n",
       "    {\n",
       "        if (event.which === this._key)\n",
       "            return;\n",
       "        else\n",
       "            this._key = event.which;\n",
       "    }\n",
       "    if (name == 'key_release')\n",
       "        this._key = null;\n",
       "\n",
       "    var value = '';\n",
       "    if (event.ctrlKey && event.which != 17)\n",
       "        value += \"ctrl+\";\n",
       "    if (event.altKey && event.which != 18)\n",
       "        value += \"alt+\";\n",
       "    if (event.shiftKey && event.which != 16)\n",
       "        value += \"shift+\";\n",
       "\n",
       "    value += 'k';\n",
       "    value += event.which.toString();\n",
       "\n",
       "    this._key_event_extra(event, name);\n",
       "\n",
       "    this.send_message(name, {key: value,\n",
       "                             guiEvent: simpleKeys(event)});\n",
       "    return false;\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onclick = function(name) {\n",
       "    if (name == 'download') {\n",
       "        this.handle_save(this, null);\n",
       "    } else {\n",
       "        this.send_message(\"toolbar_button\", {name: name});\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n",
       "    this.message.textContent = tooltip;\n",
       "};\n",
       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to  previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n",
       "\n",
       "mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n",
       "\n",
       "mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n",
       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
       "    // object with the appropriate methods. Currently this is a non binary\n",
       "    // socket, so there is still some room for performance tuning.\n",
       "    var ws = {};\n",
       "\n",
       "    ws.close = function() {\n",
       "        comm.close()\n",
       "    };\n",
       "    ws.send = function(m) {\n",
       "        //console.log('sending', m);\n",
       "        comm.send(m);\n",
       "    };\n",
       "    // Register the callback with on_msg.\n",
       "    comm.on_msg(function(msg) {\n",
       "        //console.log('receiving', msg['content']['data'], msg);\n",
       "        // Pass the mpl event to the overriden (by mpl) onmessage function.\n",
       "        ws.onmessage(msg['content']['data'])\n",
       "    });\n",
       "    return ws;\n",
       "}\n",
       "\n",
       "mpl.mpl_figure_comm = function(comm, msg) {\n",
       "    // This is the function which gets called when the mpl process\n",
       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
       "\n",
       "    var id = msg.content.data.id;\n",
       "    // Get hold of the div created by the display call when the Comm\n",
       "    // socket was opened in Python.\n",
       "    var element = $(\"#\" + id);\n",
       "    var ws_proxy = comm_websocket_adapter(comm)\n",
       "\n",
       "    function ondownload(figure, format) {\n",
       "        window.open(figure.imageObj.src);\n",
       "    }\n",
       "\n",
       "    var fig = new mpl.figure(id, ws_proxy,\n",
       "                           ondownload,\n",
       "                           element.get(0));\n",
       "\n",
       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
       "    // web socket which is closed, not our websocket->open comm proxy.\n",
       "    ws_proxy.onopen();\n",
       "\n",
       "    fig.parent_element = element.get(0);\n",
       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
       "    if (!fig.cell_info) {\n",
       "        console.error(\"Failed to find cell for figure\", id, fig);\n",
       "        return;\n",
       "    }\n",
       "\n",
       "    var output_index = fig.cell_info[2]\n",
       "    var cell = fig.cell_info[0];\n",
       "\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_close = function(fig, msg) {\n",
       "    fig.root.unbind('remove')\n",
       "\n",
       "    // Update the output cell to use the data from the current canvas.\n",
       "    fig.push_to_output();\n",
       "    var dataURL = fig.canvas.toDataURL();\n",
       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
       "    // the notebook keyboard shortcuts fail.\n",
       "    IPython.keyboard_manager.enable()\n",
       "    $(fig.parent_element).html('<img src=\"' + dataURL + '\">');\n",
       "    fig.close_ws(fig, msg);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.close_ws = function(fig, msg){\n",
       "    fig.send_message('closing', msg);\n",
       "    // fig.ws.close()\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.push_to_output = function(remove_interactive) {\n",
       "    // Turn the data on the canvas into data in the output cell.\n",
       "    var dataURL = this.canvas.toDataURL();\n",
       "    this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\">';\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function() {\n",
       "    // Tell IPython that the notebook contents must change.\n",
       "    IPython.notebook.set_dirty(true);\n",
       "    this.send_message(\"ack\", {});\n",
       "    var fig = this;\n",
       "    // Wait a second, then push the new image to the DOM so\n",
       "    // that it is saved nicely (might be nice to debounce this).\n",
       "    setTimeout(function () { fig.push_to_output() }, 1000);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function() {\n",
       "    var fig = this;\n",
       "\n",
       "    var nav_element = $('<div/>')\n",
       "    nav_element.attr('style', 'width: 100%');\n",
       "    this.root.append(nav_element);\n",
       "\n",
       "    // Define a callback function for later on.\n",
       "    function toolbar_event(event) {\n",
       "        return fig.toolbar_button_onclick(event['data']);\n",
       "    }\n",
       "    function toolbar_mouse_event(event) {\n",
       "        return fig.toolbar_button_onmouseover(event['data']);\n",
       "    }\n",
       "\n",
       "    for(var toolbar_ind in mpl.toolbar_items){\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) { continue; };\n",
       "\n",
       "        var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n",
       "        button.click(method_name, toolbar_event);\n",
       "        button.mouseover(tooltip, toolbar_mouse_event);\n",
       "        nav_element.append(button);\n",
       "    }\n",
       "\n",
       "    // Add the status bar.\n",
       "    var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n",
       "    nav_element.append(status_bar);\n",
       "    this.message = status_bar[0];\n",
       "\n",
       "    // Add the close button to the window.\n",
       "    var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n",
       "    var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n",
       "    button.click(function (evt) { fig.handle_close(fig, {}); } );\n",
       "    button.mouseover('Stop Interaction', toolbar_mouse_event);\n",
       "    buttongrp.append(button);\n",
       "    var titlebar = this.root.find($('.ui-dialog-titlebar'));\n",
       "    titlebar.prepend(buttongrp);\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function(el){\n",
       "    var fig = this\n",
       "    el.on(\"remove\", function(){\n",
       "\tfig.close_ws(fig, {});\n",
       "    });\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function(el){\n",
       "    // this is important to make the div 'focusable\n",
       "    el.attr('tabindex', 0)\n",
       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
       "    // off when our div gets focus\n",
       "\n",
       "    // location in version 3\n",
       "    if (IPython.notebook.keyboard_manager) {\n",
       "        IPython.notebook.keyboard_manager.register_events(el);\n",
       "    }\n",
       "    else {\n",
       "        // location in version 2\n",
       "        IPython.keyboard_manager.register_events(el);\n",
       "    }\n",
       "\n",
       "}\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function(event, name) {\n",
       "    var manager = IPython.notebook.keyboard_manager;\n",
       "    if (!manager)\n",
       "        manager = IPython.keyboard_manager;\n",
       "\n",
       "    // Check for shift+enter\n",
       "    if (event.shiftKey && event.which == 13) {\n",
       "        this.canvas_div.blur();\n",
       "        // select the cell after this one\n",
       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
       "        IPython.notebook.select(index + 1);\n",
       "    }\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.handle_save = function(fig, msg) {\n",
       "    fig.ondownload(fig, null);\n",
       "}\n",
       "\n",
       "\n",
       "mpl.find_output_cell = function(html_output) {\n",
       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
       "    // IPython event is triggered only after the cells have been serialised, which for\n",
       "    // our purposes (turning an active figure into a static one), is too late.\n",
       "    var cells = IPython.notebook.get_cells();\n",
       "    var ncells = cells.length;\n",
       "    for (var i=0; i<ncells; i++) {\n",
       "        var cell = cells[i];\n",
       "        if (cell.cell_type === 'code'){\n",
       "            for (var j=0; j<cell.output_area.outputs.length; j++) {\n",
       "                var data = cell.output_area.outputs[j];\n",
       "                if (data.data) {\n",
       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
       "                    data = data.data;\n",
       "                }\n",
       "                if (data['text/html'] == html_output) {\n",
       "                    return [cell, data, j];\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    }\n",
       "}\n",
       "\n",
       "// Register the function which deals with the matplotlib target/channel.\n",
       "// The kernel may be null if the page has been refreshed.\n",
       "if (IPython.notebook.kernel != null) {\n",
       "    IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n",
       "}\n"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<img src=\"\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x9bcb0f0>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 图表窗口3 → 魔法函数，弹出可交互的matplotlib窗口\n",
    "\n",
    "% matplotlib notebook\n",
    "s = pd.Series(np.random.randn(100))\n",
    "s.plot(style = 'k--o',figsize=(10,5))\n",
    "# 可交互的matplotlib窗口，不用plt.show()\n",
    "# 可做一定调整"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[<matplotlib.axes._subplots.AxesSubplot object at 0x000000000CA745C0>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x000000000CA7D9B0>]], dtype=object)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 图表窗口4 → 魔法函数，弹出matplotlib控制台\n",
    "\n",
    "% matplotlib qt5\n",
    "df = pd.DataFrame(np.random.rand(50,2),columns=['A','B'])\n",
    "df.hist(figsize=(12,5),color='g',alpha=0.8)\n",
    "# 可交互性控制台\n",
    "# 如果已经设置了显示方式（比如notebook），需要重启然后再运行魔法函数\n",
    "# 网页嵌入的交互性窗口 和 控制台，只能显示一个\n",
    "\n",
    "#plt.close()    \n",
    "# 关闭窗口\n",
    "\n",
    "#plt.gcf().clear()  \n",
    "# 每次清空图表内内容"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "'''\n",
    "【课程3.2】  图表的基本元素\n",
    "\n",
    "图表内基本参数设置\n",
    " \n",
    "'''"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Axes(0.125,0.125;0.775x0.775) <class 'matplotlib.axes._subplots.AxesSubplot'>\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.figure.Figure at 0xafe45c0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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baF2HUlG2aMsiik2xtnQowH1Nx1FjzEfGmBHYBOQPztePRWRZKANU0efxQMOG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\nQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xafde4e0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 图名，图例，轴标签，轴边界，轴刻度，轴刻度标签等\n",
    "\n",
    "df = pd.DataFrame(np.random.rand(10,2),columns=['A','B'])\n",
    "fig = df.plot(figsize=(6,4))\n",
    "# figsize：创建图表窗口，设置窗口大小\n",
    "# 创建图表对象，并赋值与fig\n",
    "\n",
    "plt.title('Interesting Graph - Check it out')  # 图名\n",
    "plt.xlabel('Plot Number')  # x轴标签\n",
    "plt.ylabel('Important var') # y轴标签\n",
    "\n",
    "plt.legend(loc = 'upper right')  \n",
    "# 显示图例，loc表示位置\n",
    "# 'best'         : 0, (only implemented for axes legends)(自适应方式)\n",
    "# 'upper right'  : 1,\n",
    "# 'upper left'   : 2,\n",
    "# 'lower left'   : 3,\n",
    "# 'lower right'  : 4,\n",
    "# 'right'        : 5,\n",
    "# 'center left'  : 6,\n",
    "# 'center right' : 7,\n",
    "# 'lower center' : 8,\n",
    "# 'upper center' : 9,\n",
    "# 'center'       : 10,\n",
    "\n",
    "plt.xlim([0,12])  # x轴边界\n",
    "plt.ylim([0,1.5])  # y轴边界\n",
    "plt.xticks(range(10))  # 设置x刻度\n",
    "plt.yticks([0,0.2,0.4,0.6,0.8,1.0,1.2])  # 设置y刻度\n",
    "fig.set_xticklabels(\"%.1f\" %i for i in range(10))  # x轴刻度标签\n",
    "fig.set_yticklabels(\"%.2f\" %i for i in [0,0.2,0.4,0.6,0.8,1.0,1.2])  # y轴刻度标签\n",
    "# 范围只限定图表的长度，刻度则是决定显示的标尺 → 这里x轴范围是0-12，但刻度只是0-9，刻度标签使得其显示1位小数\n",
    "# 轴标签则是显示刻度的标签\n",
    "\n",
    "print(fig,type(fig))\n",
    "# 查看表格本身的显示方式，以及类别"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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PrXyOEyknqOxXWXUkjyCbTwnhYuPHQ4UK8Ne/qk7ifGsOruFA0gGea/qc6igA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\nKVUgLRiUUkopVaD/B6cW9ZRLNLQVAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xb0cd898>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 其他元素可视性\n",
    "\n",
    "x = np.linspace(-np.pi,np.pi,256,endpoint = True)\n",
    "c, s = np.cos(x), np.sin(x)\n",
    "plt.plot(x, c)\n",
    "plt.plot(x, s)\n",
    "# 通过ndarry创建图表\n",
    "\n",
    "plt.grid(True, linestyle = \"--\",color = \"gray\", linewidth = \"0.5\",axis = 'x')  \n",
    "# 显示网格\n",
    "# linestyle：线型\n",
    "# color：颜色\n",
    "# linewidth：宽度\n",
    "# axis：x，y，both，显示x/y/两者的格网\n",
    "\n",
    "plt.tick_params(bottom='on',top='off',left='on',right='off')  \n",
    "# 刻度显示\n",
    "\n",
    "import matplotlib\n",
    "matplotlib.rcParams['xtick.direction'] = 'out' \n",
    "matplotlib.rcParams['ytick.direction'] = 'inout' \n",
    "# 设置刻度的方向，in,out,inout\n",
    "# 这里需要导入matploltib，而不仅仅导入matplotlib.pyplot\n",
    "\n",
    "\n",
    "frame = plt.gca()\n",
    "#plt.axis('off')\n",
    "# 关闭坐标轴\n",
    "#frame.axes.get_xaxis().set_visible(False)\n",
    "#frame.axes.get_yaxis().set_visible(False)\n",
    "# x/y 轴不可见"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "'''\n",
    "【课程3.3】  图表的样式参数\n",
    "\n",
    "linestyle、style、color、marker\n",
    " \n",
    "'''"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0xb11be48>]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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734Hdd4ePf7zqbiRpzQwiUgd5+GHYay/4wAdg112Lq6JKUitzjYjUQV7/enjd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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xaff82b0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# linestyle参数\n",
    "\n",
    "plt.plot([i**2 for i in range(100)],\n",
    "        linestyle = '-.')\n",
    "# '-'       solid line style\n",
    "# '--'      dashed line style\n",
    "# '-.'      dash-dot line style\n",
    "# ':'       dotted line style"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x97c1828>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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CoHIZjgJQWFVVVaqqqtKWLVsSu25yzm2RVOW9r0o93vl0hd4LzDk3TtLTko7x3r/VzLEj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\n5r30l79YfkQiMJDC50sUs7g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      "text/plain": [
       "<matplotlib.figure.Figure at 0x9b44668>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# marker参数\n",
    "\n",
    "s = pd.Series(np.random.randn(100).cumsum())\n",
    "s.plot(linestyle = '--',\n",
    "      marker = '.')\n",
    "# '.'       point marker\n",
    "# ','       pixel marker\n",
    "# 'o'       circle marker\n",
    "# 'v'       triangle_down marker\n",
    "# '^'       triangle_up marker\n",
    "# '<'       triangle_left marker\n",
    "# '>'       triangle_right marker\n",
    "# '1'       tri_down marker\n",
    "# '2'       tri_up marker\n",
    "# '3'       tri_left marker\n",
    "# '4'       tri_right marker\n",
    "# 's'       square marker\n",
    "# 'p'       pentagon marker\n",
    "# '*'       star marker\n",
    "# 'h'       hexagon1 marker\n",
    "# 'H'       hexagon2 marker\n",
    "# '+'       plus marker\n",
    "# 'x'       x marker\n",
    "# 'D'       diamond marker\n",
    "# 'd'       thin_diamond marker\n",
    "# '|'       vline marker\n",
    "# '_'       hline marker"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0xb20e518>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x9b4d6a0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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TkzvjfHjr3LvamabJu971Lvbt28d3v/vdOR9P0zStGcgZ1PYZy+bnLf9i93Af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FAAAg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\nH8jGhIlmY8t8jKguR7vqomlLOfWgamVogKGUUmrDcByXPCOp9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      "text/plain": [
       "<matplotlib.figure.Figure at 0xb1e5160>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# color参数\n",
    "\n",
    "plt.hist(np.random.randn(100),\n",
    "        color = 'g',alpha = 0.8)\n",
    "# alpha：0-1，透明度\n",
    "# 常用颜色简写：red-r, green-g, black-k, blue-b, yellow-y\n",
    "\n",
    "df = pd.DataFrame(np.random.randn(1000, 4),columns=list('ABCD'))\n",
    "df = df.cumsum()\n",
    "df.plot(style = '--.',alpha = 0.8,colormap = 'GnBu')\n",
    "# colormap：颜色板，包括：\n",
    "# Accent, Accent_r, Blues, Blues_r, BrBG, BrBG_r, BuGn, BuGn_r, BuPu, BuPu_r, CMRmap, CMRmap_r, Dark2, Dark2_r, GnBu, GnBu_r, Greens, Greens_r,\n",
    "# Greys, Greys_r, OrRd, OrRd_r, Oranges, Oranges_r, PRGn, PRGn_r, Paired, Paired_r, Pastel1, Pastel1_r, Pastel2, Pastel2_r, PiYG, PiYG_r, \n",
    "# PuBu, PuBuGn, PuBuGn_r, PuBu_r, PuOr, PuOr_r, PuRd, PuRd_r, Purples, Purples_r, RdBu, RdBu_r, RdGy, RdGy_r, RdPu, RdPu_r, RdYlBu, RdYlBu_r, \n",
    "# RdYlGn, RdYlGn_r, Reds, Reds_r, Set1, Set1_r, Set2, Set2_r, Set3, Set3_r, Spectral, Spectral_r, Wistia, Wistia_r, YlGn, YlGnBu, YlGnBu_r, \n",
    "# YlGn_r, YlOrBr, YlOrBr_r, YlOrRd, YlOrRd_r, afmhot, afmhot_r, autumn, autumn_r, binary, binary_r, bone, bone_r, brg, brg_r, bwr, bwr_r, \n",
    "# cool, cool_r, coolwarm, coolwarm_r, copper, copper_r, cubehelix, cubehelix_r, flag, flag_r, gist_earth, gist_earth_r, gist_gray, gist_gray_r,\n",
    "# gist_heat, gist_heat_r, gist_ncar, gist_ncar_r, gist_rainbow, gist_rainbow_r, gist_stern, gist_stern_r, gist_yarg, gist_yarg_r, gnuplot, \n",
    "# gnuplot2, gnuplot2_r, gnuplot_r, gray, gray_r, hot, hot_r, hsv, hsv_r, inferno, inferno_r, jet, jet_r, magma, magma_r, nipy_spectral, \n",
    "# nipy_spectral_r, ocean, ocean_r, pink, pink_r, plasma, plasma_r, prism, prism_r, rainbow, rainbow_r, seismic, seismic_r, spectral, \n",
    "# spectral_r ,spring, spring_r, summer, summer_r, terrain, terrain_r, viridis, viridis_r, winter, winter_r\n",
    "\n",
    "# 其他参数见“颜色参数.docx”"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0xb274470>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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ABwF8De+s/msAEwE4AKwB0AjgpwCeAfDASAtLocSSR//9qGibmy0/f/nz3hG+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\nozyeGjyVkJkog0EpVwRXV6R1qKGtwa8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wHpHgJyBQQcUvlcWq7NIlR6vDinsX3wvAq+ES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\nMyz8iYiI+pn/D+CiL1ZjAPaAAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xb27e4e0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# style参数，可以包含linestyle，marker，color\n",
    "\n",
    "ts = pd.Series(np.random.randn(1000).cumsum(), index=pd.date_range('1/1/2000', periods=1000))\n",
    "ts.plot(style = '--g.',grid = True)\n",
    "# style → 风格字符串，这里包括了linestyle（-），marker（.），color（g）\n",
    "# plot()内也有grid参数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['seaborn-ticks', 'ggplot', 'seaborn-paper', 'seaborn-whitegrid', 'grayscale', 'seaborn-deep', 'seaborn-poster', 'seaborn-talk', 'seaborn-muted', 'seaborn-white', 'seaborn-colorblind', 'seaborn-darkgrid', 'seaborn-dark', 'fivethirtyeight', 'bmh', 'dark_background', 'seaborn-bright', 'seaborn-pastel', 'classic', 'seaborn-notebook', 'seaborn-dark-palette']\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0xb3a7e80>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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YBfzqn38FS6kF/a5+tB5s5USoREREREQKDICySDlOZ7bjdlIZUBERERERFSIGQFmU6nE7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sJUAcbARL327G47PH4PXv7yZZx0SuuXwreTw6K3DHpqJ0EQxHCDHCCCGMLEcnAScSo4w3Dbzdui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\nEAAAMA+Lx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      "text/plain": [
       "<matplotlib.figure.Figure at 0xb247cc0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 整体风格样式\n",
    "\n",
    "import matplotlib.style as psl\n",
    "print(plt.style.available)\n",
    "# 查看样式列表\n",
    "psl.use('ggplot')\n",
    "ts = pd.Series(np.random.randn(1000).cumsum(), index=pd.date_range('1/1/2000', periods=1000))\n",
    "ts.plot(style = '--g.',grid = True,figsize=(10,6))\n",
    "# 一旦选用样式后，所有图表都会有样式，重启后才能关掉"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "'''\n",
    "【课程3.4】  刻度、注解、图表输出\n",
    "\n",
    "主刻度、次刻度\n",
    " \n",
    "'''"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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77rsxffr0GhsZGRnYvHkzZs2a5aLN6DguXryIsLAwHDt2DO+88w4efPBBr8eh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\nQ8d1wBki+j0Reb51pFZxPwV+LSK/TXBcAKirq6sjEAgk7W0Ky5cv55x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VW8Rcd1O9RfS5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\nRK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xafe4400>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 刻度\n",
    "\n",
    "from matplotlib.ticker import MultipleLocator, FormatStrFormatter\n",
    "\n",
    "t = np.arange(0.0, 100.0, 1)\n",
    "s = np.sin(0.1*np.pi*t)*np.exp(-t*0.01)\n",
    "ax = plt.subplot(111) #注意:一般都在ax中设置,不再plot中设置\n",
    "plt.plot(t,s,'--*')\n",
    "plt.grid(True, linestyle = \"--\",color = \"gray\", linewidth = \"0.5\",axis = 'both')  \n",
    "# 网格\n",
    "#plt.legend()  # 图例\n",
    "\n",
    "xmajorLocator = MultipleLocator(10) # 将x主刻度标签设置为10的倍数\n",
    "xmajorFormatter = FormatStrFormatter('%.0f') # 设置x轴标签文本的格式\n",
    "xminorLocator   = MultipleLocator(5) # 将x轴次刻度标签设置为5的倍数  \n",
    "ymajorLocator = MultipleLocator(0.5) # 将y轴主刻度标签设置为0.5的倍数\n",
    "ymajorFormatter = FormatStrFormatter('%.1f') # 设置y轴标签文本的格式\n",
    "yminorLocator   = MultipleLocator(0.1) # 将此y轴次刻度标签设置为0.1的倍数  \n",
    "\n",
    "ax.xaxis.set_major_locator(xmajorLocator)  # 设置x轴主刻度\n",
    "ax.xaxis.set_major_formatter(xmajorFormatter)  # 设置x轴标签文本格式\n",
    "ax.xaxis.set_minor_locator(xminorLocator)  # 设置x轴次刻度\n",
    "\n",
    "ax.yaxis.set_major_locator(ymajorLocator)  # 设置y轴主刻度\n",
    "ax.yaxis.set_major_formatter(ymajorFormatter)  # 设置y轴标签文本格式\n",
    "ax.yaxis.set_minor_locator(yminorLocator)  # 设置y轴次刻度\n",
    "\n",
    "ax.xaxis.grid(True, which='both') #x坐标轴的网格使用主刻度\n",
    "ax.yaxis.grid(True, which='minor') #y坐标轴的网格使用次刻度\n",
    "# which：格网显示\n",
    "\n",
    "#删除坐标轴的刻度显示\n",
    "#ax.yaxis.set_major_locator(plt.NullLocator()) \n",
    "#ax.xaxis.set_major_formatter(plt.NullFormatter()) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0xb1e5080>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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rhCiWlJQUs0PwKK78+5DkQXit8+fhs8+gb18ICCj8+YmLE40Rh1zYG9pJSEwgHkkehDBb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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xb77b6a0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 注解\n",
    "\n",
    "df = pd.DataFrame(np.random.randn(10,2))\n",
    "df.plot(style = '--o')\n",
    "plt.text(5,0.5,'hahaha',fontsize=10)  \n",
    "# 注解 → 横坐标，纵坐标，注解字符串"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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gyLPQl7GRsTT3NlMeLKc/08/E8gMvccK+MP/xxf8YcM8AnDbmNLJ2ljNqzqAi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w4RIsTpwZkiGGmgPOe1MjB/jPssQDYr48yOHTJ2BLoL15XXZpamzodMRqLm7e31sckw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pNAxe3LiRD7/+OrtzOSzPY8xxGDP9k0VbVRV783lius7lVVV+gOB57M7nMV2XuK7jzWGKPWUY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\nRVHmnQowFEVRFEWZdyrAUBRFURRl3v3/ER2gxXgBq8EAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xbaf3cc0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 图表输出\n",
    "\n",
    "df = pd.DataFrame(np.random.randn(1000, 4), columns=list('ABCD'))\n",
    "df = df.cumsum()\n",
    "df.plot(style = '--.',alpha = 0.5)\n",
    "plt.legend(loc = 'upper left')\n",
    "plt.savefig('C:/Users/Hjx/Desktop/pic.png',\n",
    "            dpi=400,\n",
    "            bbox_inches = 'tight',\n",
    "            facecolor = 'g',\n",
    "            edgecolor = 'b')\n",
    "# 可支持png，pdf，svg，ps，eps…等，以后缀名来指定\n",
    "# dpi是分辨率\n",
    "# bbox_inches：图表需要保存的部分。如果设置为‘tight’，则尝试剪除图表周围的空白部分。\n",
    "# facecolor，edgecolor： 图像的背景色，默认为‘w’（白色）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "'''\n",
    "【课程3.5】  子图\n",
    "\n",
    "在matplotlib中，整个图像为一个Figure对象\n",
    "在Figure对象中可以包含一个或者多个Axes对象\n",
    "每个Axes(ax)对象都是一个拥有自己坐标系统的绘图区域\n",
    "\n",
    "plt.figure, plt.subplot\n",
    " \n",
    "'''"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0xb205710>]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0xbb91c88>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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dZvaBmd1drW2EmVWZ2cHIc5WZ6S6mkjLKy8uDjiBJqC5z1KcDk4B+wP3ABDO7vlr7x0DX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\nKtQiIglOhVpEJMGpUIuIJLj/B9WVYkgObCvPAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xbb89470>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plt.figure() 绘图对象\n",
    "# plt.figure(num=None, figsize=None, dpi=None, facecolor=None, edgecolor=None, \n",
    "# frameon=True, FigureClass=<class 'matplotlib.figure.Figure'>, **kwargs)\n",
    "\n",
    "fig1 = plt.figure(num=1,figsize=(4,2))\n",
    "plt.plot(np.random.rand(50).cumsum(),'k--')\n",
    "fig2 = plt.figure(num=2,figsize=(4,2))\n",
    "plt.plot(50-np.random.rand(50).cumsum(),'k--')\n",
    "# num：图表序号，可以试试不写或都为同一个数字的情况，图表如何显示\n",
    "# figsize：图表大小\n",
    "\n",
    "# 当我们调用plot时，如果设置plt.figure()，则会自动调用figure()生成一个figure, 严格的讲，是生成subplots(111)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0xbc30710>,\n",
       " <matplotlib.lines.Line2D at 0xbc30860>,\n",
       " <matplotlib.lines.Line2D at 0xbc30ac8>,\n",
       " <matplotlib.lines.Line2D at 0xbc30c88>]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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Pn863335L//79zY4iIiIiItIiGnMkLuHv76/CSERERETaFRVHIiIiIiIiqDiS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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xbb5a0b8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 子图创建1 - 先建立子图然后填充图表\n",
    "\n",
    "fig = plt.figure(figsize=(10,6),facecolor = 'gray')\n",
    "\n",
    "ax1 = fig.add_subplot(2,2,1)  # 第一行的左图\n",
    "plt.plot(np.random.rand(50).cumsum(),'k--')\n",
    "plt.plot(np.random.randn(50).cumsum(),'b--')\n",
    "# 先创建图表figure，然后生成子图，(2,2,1)代表创建2*2的矩阵表格，然后选择第一个，顺序是从左到右从上到下\n",
    "# 创建子图后绘制图表，会绘制到最后一个子图\n",
    "\n",
    "ax2 = fig.add_subplot(2,2,2)  # 第一行的右图\n",
    "ax2.hist(np.random.rand(50),alpha=0.5)\n",
    "\n",
    "ax4 = fig.add_subplot(2,2,4)  # 第二行的右图\n",
    "df2 = pd.DataFrame(np.random.rand(10, 4), columns=['a', 'b', 'c', 'd'])\n",
    "ax4.plot(df2,alpha=0.5,linestyle='--',marker='.')\n",
    "# 也可以直接在子图后用图表创建函数直接生成图表"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[<matplotlib.axes._subplots.AxesSubplot object at 0x000000000BB5A4A8>\n",
      "  <matplotlib.axes._subplots.AxesSubplot object at 0x000000000C08B240>\n",
      "  <matplotlib.axes._subplots.AxesSubplot object at 0x000000000C0D6550>]\n",
      " [<matplotlib.axes._subplots.AxesSubplot object at 0x000000000C10CDD8>\n",
      "  <matplotlib.axes._subplots.AxesSubplot object at 0x000000000C15B160>\n",
      "  <matplotlib.axes._subplots.AxesSubplot object at 0x000000000C190DA0>]] (2, 3) <class 'numpy.ndarray'>\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0xc1d9e48>]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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26byC+LnPlTrk8hs/Pixqmd09KbsFaNQo2HHHysVViHXX7XjsvvsqH0c9Sia8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\n2zX5vZIAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xbb305c0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 子图创建2 - 创建一个新的figure，并返回一个subplot对象的numpy数组 → plt.subplot\n",
    "\n",
    "fig,axes = plt.subplots(2,3,figsize=(10,4))\n",
    "ts = pd.Series(np.random.randn(1000).cumsum())\n",
    "print(axes, axes.shape, type(axes))\n",
    "# 生成图表对象的数组\n",
    "\n",
    "ax1 = axes[0,1]\n",
    "ax1.plot(ts)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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p/LiThOfD11+WCtz9FTN7oeyYVZx8y2EVcNdUFww/iZyZtQPb+/r6aG9vjzFkEalVNpsl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\nAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xc245208>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plt.subplots,参数调整\n",
    "\n",
    "fig,axes = plt.subplots(2,2,sharex=True,sharey=True)\n",
    "# sharex,sharey：是否共享x，y刻度\n",
    "\n",
    "for i in range(2):\n",
    "    for j in range(2):\n",
    "        axes[i,j].hist(np.random.randn(500),color='k',alpha=0.5)\n",
    "plt.subplots_adjust(wspace=0,hspace=0)\n",
    "# wspace,hspace：用于控制宽度和高度的百分比，比如subplot之间的间距"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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qFHmtYCPWojni888/R2Vl5WXLhvTp0wejRo3Cxx9/jIaGBoSFhbV6zI6U8+pqhMbuBQ9j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FiGoQfo9dePnikdTxunCRJqp8tFD0RBUAX4p3FVnjOezLIscPXVRMAUeSyDgZKtFi4kwldURMlZ\nt95KMa3Ll5M3V5HL8vmIwJaVkTe0qYlKzX70Uf8Yy1mzKBkzO5tCqIJBIr2bN9M9oCRMGQw0wSwq\nAg4dUmN609JoxWTJEgq/0p32m5vNNPHsK+a/fbuqzT1jBvXphgbaNiODkpkA4OOPyb66OiKnsToO\nvF5V4UH5jc1G+4lG1WS66urkTfxS4HarMc7hMH3WVzZyouA4GocZhkJdbDa6V4bCzp07IYpiv9fa\ntSJ4fjkCAYDnfwm9vhUs2wWn81U4HDZoNDS2T+NxZkrhDXlxouMEjrYdRTAaRHN3M17e//KEqmlx\nUQ7vV7+Php4GtAXboNPokJuSi9mO2QCAvxz9C462HUWeLQ/+sB8GrQEPXfpQP61VLsrBpDfBpDdB\nCy100EGn0aEz3Ak9o4dBaxhSV9agMQzSyXUvdOPymZdDy2ghiAIESSCZL934s50NGgNESYQMGU6z\nExa9BREhQiEM9tkxkUVPhQd76vagNdiK8rbyIdudi3LYfHgzNny+AZsPbx5xkuGp8KCH78G1s69F\nRIjAx/nASzwsegsWpS/C6nmrRyzQEFd8/DE9JPR6euifOkWz1GQfEKcaHo+qK+n1EqlVEmCUZVaF\nYIVCNLgeOnQ2ZjbeuPpqug7V1RSneckl0/rePuPDDDiOCKwSi6rV0jJvIKA+/D/9lAjqkiVEfq1W\nYOlSijetqqLYVCV7HFC1XOvraeldWf7PyaH+Z7HQpJ1hiFx6vUQ4ATWOPS2NksxOnCDb0tIol+CK\nK4gkazS0X6eTSO3Spf3F/CWJfqsUSQiHiXTr9ao8l9dLIQx9Qyhi1VF1uYi8A0TAMjOJxMoytR/D\nUFuWl4//2kwXsCxVbVN0c0WRJhXxQkmJ6pmNRumajaan7vNRcmJjI43TisddUazQaOj/ik5xXt60\nHmemFGatGR/WfIiWQAsEUYBJb0JjTyPeq35vWO3T0eCp8KDaVw1v0AvIwM6anZibNhe/L/s9XGYX\njvuOQ5Kl3qpfQ3kxr5l1DT6o/gDNPc3QGXXgRR7MaZkLCRIYDQO7zg5e5BEWaJaVYkjB8vzlg5b4\nuSiH6s5qmPQmaBgNDDoDOsOdKCkvwV0X3DXm5XZ/xI+7Ft+F0qpSsHoWKYYUGLQG1PprYdabced5\nd8ZEFr0hLxoDjZAkCV3hLvjDfmyr3tav3UvKS7Dj5A7wEg+DxgBe5Ie9Lt6QFwatATX+GgiyQElz\nogAf50NICI37eo4bStxQRoa6HHsmLI9MJZSQAklSPSkeD3lSIhHV46DIw4giTSpOnZpSs884PPEE\ntbfdTqTlyJFpfW+f8Z5Zj4fIg8tF3k6rlQgmy6oP/6Ym+qvIJTU00ITv8GEijDzfvyiCAmU5X4lx\nVSqQdXYCdXXHEY3SqoheT+ELy5YRSXI66f2pU2ocbX09SYa98QZ9fv75dFy/n4h3bi55hZUKUiyr\nVgzzeslek4mITShE46rdTiS0q4vuxaEKQQzMKFfgdpMCClWaovc5OXRcg0GVD4tEEi8HNZyN8cRV\nV1F7SRJ5ta+6amy/H8nGHTvo3lOquzU0jE48H3uMSCzDqDHQokgk1mIh9Yz0dLqnCgooiXoajzNj\nQryv9/6W/b2JWhIkRKUoZFlGfVf9uPbHRTmU7CpBS08LCfVrNAhEAzjZeRI7T+7EO1+9g21V2/Be\n5XvYWLYRr5S9MqSHdJZjFtYsWIPi+cWYmzoXrI6FRqNBuiUdqWwq9Bo9WD2LS3MvhcPkgM1oQ74j\nH1fNuqofOeaiHG79y62o7apFJBpBVIqC4zk4WSfqT9aPS0/XrDXj7RNvo76rHu3BdnRyneAlHotc\ni7DItQgVHRUxEWSX2QUf56PKXAwluClVuxTbn3v3ORxsPYjG7kaEhBB21OwYcX9hIQwuyvXGFGs1\nWoSioXFfz3GB49Rs+85O6pizZ0/58shkjJUTxag2ulyqkHl3N71vaCAPYShE2yhEVq+nh5HDQbFW\nk2XjNEFC7FQ0P0tLqY1TUuj+3r8//seKI854MtvQQGRVEIjU8TyNQTfeSA9/jqPEye3byYPGcURA\nFUIoCPQbu522VwivTkfkUdkGUOPXc3MBv/9RaDS0v88/p3Huv/4LePJJUlJQxrzGRiIpWi157Y4c\noRAIj4fs1GqJBH38MXnfFDJ07BjdX36/ql3qdNL3DEOEJyWF9s8wpKyxciWFUfQlPY8++uiQ7cay\nFAZx881q8Yibb6bxIhQiu7KzRy/KEA8MZ2M84fWSJ/7aa+nvWM9pJBuV6zNjBl33nBy6viOVtm1o\noPvq2DG6xxRPuCzTxETx0DY0jPFEkwDxvt5NPU3QarRQVux5kUc33w1vwAtfaOwJUp4KDw787wHI\njAy9Rg+jljSAo1IUraFWHGs/hkOth9AV7kIP34PGnkbsbxr8IHAvdMNlcWGRaxEuyb0E186+Fk7W\nCb1GD1mW4WSdyLPlIY1Nw7y0eb0FC6Ji/5jZ1w6+hrKmMnRHuhEVoxAlEWBIG9b/jn9cerNfNH6B\ntmAbAnwAdV11ONJ6BN6gF22hNrA6NuZiBO6FbmRaM6E5/c9lcWGmfWbv9yXlJajYUoGazhoc8R7B\nweaDECRhxP1ZDVYYtAZY9VaYdKZetYU8+yQm7Xg8NAA6HKru4zXXTPnyyGSMlRPFqDYWFZEXtryc\nMqqLimhpS9GDBNQlwuxs8k4piQhxko5KhnYEEmRnSQnJ+XR20oNQyYDv7h69HvsUIuFkliHoE32c\n4VBbS8vkfYsR9I1H9XjoGhkM6mqG4sWsq6MkLaWYwYwZ1H/0eiKaTicRDlKeUOH1Ajfd9AKMRnUC\n6XbTuHfDDURKKypUoqx4ex0O+nvFFZQgJknkyZ01i2zs7CSJvfJy+r6rSw19UBQPjEYiSw6HGrtt\ns6latEq4hYIXXnhh2LYLhUinVrl/e3ooJtjpJA9wYSGwaFHinREj2Rgv5OerCW1O59gn+SPZeOml\n5OX/6iu6p3Q6muAYjYMT8hRkZtJqWiRC10yJl1acFUqoghLrq8RQnwmI9/UOC2FExAisBmuvnqte\nQ8v/63aOXWi9sacRc749B+FomBK1GC2seisYMGgJtKDKV0XeX0ZGVIzCH/GjOdg8aD9KidV/vvyf\n8eINL+K1b7yGFbNXwG6yg2EYWPQWGLQG6DQ6zLTPhN1khzfkRaWvsl/M7P8c+h+EoiEE+SCk0/90\nGh3S2DTc/S93jysR6pD3ENLYNDhYB8AAXZEutPa0oq6rDsfajiEnZZQ4mT7n+KNlP8JFuRdh4YyF\nKHAWYPXc1b3fb6/ZDraY7S2A0BpqHTHOV/FUP37141h9zmrkpOTAYXKgIK0Aq+auGvN5jhteL3Vm\nh4OWRhYtomW/KV4emYyxcqIY1cbSUor5+8EPKLGltJQegjYbPRRZll5aLS1rhsPkucnPj9syYTK0\nI5AgO3fsoPhEh4M8Zj09FMaxeHH/sI9phoTEzDIMYwGwCsCNAG4A4AbwaZ/v8wHUDPiZDICVZZlH\nHJGTQzGoTU10bRYuJJK2cyeRynfeIcImCER8r7uOwp+ys4lsnHce9RPFs3viBP3V6ejzzEwqT9sX\nLhdgMuWdPlfy6vaF2026oz09avY8QKQkPZ2IaUYGkRiFdOv1arGT8nI6tqKHrtHQdj4fkc0rrqCw\nhZ4e2i47m/RhT5ygJLCnnlIrLY4kzfU//0Oe3VCIxuv/83/o/xddRBNhUSQvdKKdEZMhk5KbS4RR\niS8eK0EfycYjR9RrxPPAtm007jY0ULjJUF7gdeuoiJCijGK10vXU6+m3KSkUzx0M0j7nz6fxZYrk\nLeOKeF5vLsoh1ZTaS5a0jLa3YleQD/Zb8o4VVb4qtOnbIPMyZFmGUWdEtjUbTT1N8Ef8iAg0w5Rk\nIpVhPhyTcgKrZ7HQtRAn/SchSiJybDkI8AHcWHAjAFBpWYMFQT7YL2a2OdDcG2vLgIEOOpzvOh/X\nzbsOM20zx5UIZdQaEeADiIpRdIe7e0lykA+iJdCC9desj3lfa+avwVvH38Lx9uPISskCL5DaAqtn\nwYCBdYYVIS4ESZLAyAx6+MH6un0hQ4ZZb8ZTK57Cj9/7MXaf2o3WUGu//SYcLhcNwH6/Goc2DZZJ\nkkFSalQbvV41g1lJAktPpzavqlIlifombyienzgtEyZDOwIJslOWaYKQlUVtqyQYKbF3Uyw/NxwS\n5ZldD+BlAOmnX0NBBrAcwLzTr3PiTWQBImN6PXnbjEaKRw0EiGBu305Et7ubxqPycvrs8stpwlde\nTnGq559PhLeyUq2uZTIBv/gFkeGBJbgVOTClPGrfCaOi39rZSeTp6qtplUSno/HwttvovrnlFjXp\nR6MhYuNwqOOm4mXWaNTStTod8K1v0fEKCymsoLAQ2LOHjjd7Nt2DsVT9U2zMyCASdeIEESuljO3i\nxeSRVkIQkh1uN90Te/fStY0nQW9qojYUBPK0BgL03OvpIQ/tUMTZbge+/W3SulWKeihlbA0G+l6r\npXu3ro48v3/725njnY0XSspL0NjdCKPOCJvRBpPOBL1GDztrRyAa6E2sGgu6I90IRUOQIMFmsiHF\nkIIMawYEWUBUjPZKasmQaQlcb8Q1s66Jad8usws9kR6EhBA6Qh1wsk54Q95BpWX7hg5kWDMAhkq9\nWo1WzLDMgCiL8HHDh1CMpiDw3Qu+iyAf7CWyGmhg0BowwzwDrJ6NqViCgtKqUgT5IILRIGr8NXj2\ns2fx2kHSvlsxewU4kaP96wywm+yjhjDcef6dWDBjAUqrSiHJElwpLmRbs7G7bve44oPHBbebHvgc\nR52ytRX44IOzHTAeULQygf6eBYOBHoIzZ5KXNjVV9TRVV4/PC3EWg7FyJRFWnqflaLud2v7zz+mz\nadrOiSKzT4NI7IPAENoyKupkWT6pvBJhSH4+hQooCgIaDRHMZcuIAEYiavY/QB7HF19US9XW1VFS\nViSixi4qygAjIRpVPbJ9JzJK8QKLhbycJ06QXTNnAt/8JvDP/0wEsbiYiGNbG70AUju49FI6tuIh\nVkisVkvnuHs3bdtXO1dRaABir/qnKDAo5Kmjg7zQoRBVONu+ncj9mTJ2KxOJiy9W46njBSUsQBDU\n+GhRpDZWQlAGQlHMyM6micO8eWqp8vp6mmgp0mksS/uuq5uWqz9Tih01O6DVaCmuVQaFBBisCEQC\nSDWlxkwyAZUAVvoqIUkS7EY7WC0Lg86Axp5GsDqW5LRODw4GjQEO1oFF6YswyzErpmO4F7rhMDkQ\nESLQaXQocBbAZXbBZXYhyNMDfqCG6vcXfx82gw1mvRl2ox0cz6HcW44th7fgreNvDSlBVlJegq2V\nW/FZ/WfYWrm1V3d38+HNWP/xerx66FU0B5oRlaIASF2Bi3IIRUPIsGTE3GYAKRAcbz+OAE+Th4bu\nBjy28zHc6bkTvMhjbupcpLFpYMBQkp4sjejJNvx/9t48PI7qSht/q6qru6sXqSW5W6stybux2LwQ\nzGIMFnZkg4AGYvuDQAyT5Akw+T4SmPAEfjHkYyaBgfghLEMSCAO/aOwQfj0YggXGjg0WXsaWMMYg\nG1mWtVpqSa1Wb9Vr1e+P4+pSa5fcasnA60dPu7fqW7du3XvuOe95D6dFJBZB5clKfOn8Er3BXnAs\nh7AUHhc/eFwQBOCmmyj0F43SxNjdPbDm+LcYO5RMamUBs9vJA37llSQPNWsWLdAdHSpvrquLEpTC\n4a/PojRZWL+ejBC9njZsWVkUsg4EgDffpE3EFJTOmRBjVpbldnnkOrkjmIPJQUEBUQUWLqTrcc01\n5A3NySGPrV5PmzuLhYwFUaT7wu+nv5oaShA7c4ZoCM3NqorA9u2Dz11btwJ79z6Fr74io6Oqiu5J\nRQt6/36a/6ZPp/EhSWSs9PXgfvwxGZKFhfS3dy/xbP/wB0oKikQSjXClupko0n1/xx3Agw/S4/Tp\ndO8riW4nT6qUhf512hVYLGQs19SQ97q3lwxtpYiDwZBUitKwGKqNyYbSn4ohOTu3OJ8AACAASURB\nVBYM18Yrr6T+Un5D8bB2d5Om8WCGs15Pjx99RCoXPT1EG7PZVDqEXk/jwOulNlutUzL6M2Yk83rL\nkBGVophmnIal+UthNVqRZciCRW/B7MzZaPW2jrp4gqPWgS86v8B083R4dntwxnsGTZ4mdPu7kWPM\nIS4ux0PQCtBzeph1ZszOmI1ZGbNGHeoXIyIC4QB6Aj1o6m2CRWeBfYE9/v1TrlMDNFTvuvgu/GzZ\nz7CiaAUZejIZoK6gC5X/WYkP6j8Y8Ds7G3YiHAtDy5EU1t/r/o41FWvw0I6H8Ovdv0Z1WzVC0RBi\nfUj2EujGWGhdOKpzUWAz2OAJeSBDRjgWjlMXwrEw9jbuhVwlozC9EBn6DFiNVhSlF43oYXXUOiDL\nMrQaLYKRINq8bdCy2okvlNAXBQVkPJnNqvdq19BKDKlAqubKc8GIbVQyqZUFTBBo4vN6ace+b5+a\nHd3VRYvT0qWqQHwSFqXzoR+BCWqnIAB33QXcey8ZTvPm0QK2ZAkZThs2TMlw7GSrGZxgGKaZYZi3\nGIaZPRE/YLfTIq94zPtW/Fq+nLy2oRAZgdnZZPgqfOfOTjIiFIWAaJQ+x/O0OVESb/pj1y7AYAjA\nYKBjNzVRO954gwzZHTsoLHzmDIX+v/td8gb2pfz4/TRuZswg6ko4TEas30/tUBLLJEkteyvLlBjW\nNwIgilQi9/BhCm0Hg+TJfeQRej+gSJ0MgrY2laKRnU0h+GuuIerCd76TVIrSsBiujcnEuRizw7Wx\noAC44gq6Doq0WVoaXYfB1E5EEXjoIdq4nDhB195oJD70rFk0pyxdSl52jYbGh8FA43UKRn/GjGRe\n79LiUmg4DaJSFHqNHg9d8RAy9Zkwao2wGW0oTC8cdWjaGXDiVM8pNHub4fP5EJbCkGQJAi+gJ9iD\n4vRiGHkjJIm4st/J/w7Wl6zHDXNvGDWP87Hdj8ET9iAnLQcWvQWfOT+DwAsQeAGX5l6KZdOXJRRe\nAIhr+4urfoG/fe9vuMB2AXScDjEphkgsgkAggN0NuweoNjBgVJ4tw+Bo+1Ec7zpOigiI0LlBQgRk\nGLNgwbM8NKwG86zzRnUuCspml4Fn+TinVYIElmXBMizCUhhpXBpmZs5ErjkXszJn4arCq0b0sLZ4\nW6BhNVQRTYogJsewcubKiS+U0Bd2O92Y6elk0CoZmZOIVM2V54JxtdFuVxM4FP1ZgBYhRXS7ri5p\nfM7zoR+BCWzn4cP0aDarMml+Pz0fKSw9SZisogntAC4DIAKYBeBxAP9gGGahLMvDs//HCEEg/ilA\n0lKZmXRfbN0K/OlPZDiUlKhUnGiUDFhZViW3FCgapErIXjFy+0OWgZKSJ6DTqWF6QQBef52MyXCY\njt3QQAa2INCx5s4lwwcgo0QZRwxDx4jF1KInfQ0uhSqhyGXZ7eT1e/ll8gxznOqF1mjo/4oR9cQT\nTwzab243tUXhB0ci5IkGqD0zZ6aOOjNUG5ONcJi8142NlJxst49+AzpYG0UReOUV4NlnydC0Wuma\nZmVR35lMNGeIYuLvKPrg3d1EUYhGaVNTV0fXoauLxmpGhqpMw7L02hSM/owZybze60vWo8PfgZoz\nNVhZvBK3X3A7/vzpn6FhNZBkaciCBoPBZrDhVM8pNLobwa/kwbIsdJwOoVgIRq0RwWgQPMcjQ8hA\nb7AXJ7pP4LYLbhuTgdXqbYVWo0WXvwsaVgNv2BtPauIYLl4udyjkm/Mh8AK8IS9iiIG7joOG1eCx\n3Y/hpbUvxT+3snglFSqIUaECvUaP0z2nEcXgslhaTgsDbwDP8SgwF4z6fADizF6cczH+p+1/EI1F\nEZNiEDQCvuz8EhfZLsLG/7MR4VgYJ10nUdddh+beZizOXQxXwIXKk5VwBpywGWxYUbgCT3z8BA63\nHUarpxVZhixk6DOQa86NUzxSCkGgjPudO+nG5HniG04iUjVXngvG1UZBIC+h1Uqhzvp6MlwzMmgC\nVMp15uaS52Uy2jgJmJB2iiLw/vtkoAiCKn1ms5HKhMtFnrYphjF7ZhmGWc0wjMQwTGyQxz+P5hiy\nLIdkWT4sy/IXsiy/A2ANgDyQ8sFQv7uBYZh3AGwGgDVr1qC8vBxbtmyJf2bdunV4++23E7737rs7\nsGJFOXbuVAsoOBzAv/7r/Th+/NV48hdxS2tQVVWOzMwumM1qqBfYBOApyLKq2dzW1oQDB8pxwQWJ\nosXPP/88XK6HodXScbVa4OqrAygvL0dnZxXcbtVIluUt6O3dCL+f7kWlEuK6deug0byN0lL6vlYL\nZGXtwIcflse9sQpY9n6w7KswmShRzWoFamtrcO215Th4sAuBABlSHg8QCGxCb+9TqKsjzu2GDcAz\nzzRh7dryAeLLhw8/j6qqh9HURNQK0sMN4OjRcnR0VMUTl+x2YMuWLdi4cWDlncGux44dO1BeXj7g\ns/fffz9effXVhNdqampQXl6OLkW2QbkamzYNCK80NTWhvHzgeTz//PN4+OGHE14LBOh6VFVVJbz+\ni19swa5dG6HXJ6qPjPc8HA7gueeAzs4aBIPl6OnpiktSchxw5swmdHc/lRAVa2pqwm9+Uw6n83g8\nEhAIAA0Nz6O5+WHk5lKEraEBaGoKIBYrx7XXVmH9euDGG2nu6X89tmzZgvLycjzwwAMD2vt1h8AL\n+OGiH6J0ZinsC+yoPFkZl+fqDHTiQPOBUYem7QvsYMAgKkWh5bTgWTJoPSEPZqTPwKpZq2DRWRCK\nhaDhNDBrzfE2jBb55nyEo2FEpAgiUgSCRoh7jlmGHdGYffLaJzE3ay7AkDeVYRiIURH7W/Yn0Clu\nmncTZMjoDfYiTZ+GiBQZ0pAVOAFGrRE6jQ5zM+eO2fvpDDhx/azrIfAC9Bo9jDojzFozfCEfDLwB\nrZ5W7G/ej+5AN8KxMDSsBp6QB4/tfowUHHgjnH4n7t52N6rbqkkOjeXQ4evAV91fgQGDHFMOnH5n\n6hLAFKxfD6xZQwkNa9bQ828xMbDZ6O+WW2ii6+mhhdNoJGNr/37yRnzLmz03OBxkNLS0kBZoYyOF\nBJctA956C/j+94H77lO5ilMEzMjU1n5foNjUULNzRJbPEraQIMF1lSzL+4b4jvLZNgDPyLL8uxE+\ntwhAdXV1NRYtWjRieysqKDzf2EjexHnzyDDbsoUeIxHyyi5cSMYdQIbMtm0Usq+rI0+rUmyE4yhJ\nyO2mUPtzzw303ikGs9OpGnyCQJraBw6oCgUcR9UP58wBrr+evHUPPjj4ebzwAklq9fSoBjXH0aYp\nHKb/L11Kx3n0USrOUFtLhm97OxmvTqdKUdBqaQN7+eVkBPWXdHrtNdqcVVcT7UKvJ67x0qX03eHa\ner5i82Y637lzaeN5rue4eTPw61/TGANUmTWWVTdQV1xBm5C+2tcVFRQ5OHaM5hNZpus8Z45aNCMW\nIy9vaSlRY/qOs6FQUVGBO++8E6O9d74ucAVcePHQi+A5HsecxzArYxY+PPUhLHoLMoQMvHLjK6M2\nOO/+77ux/eR2aKCBL+IDy7AoSCvA3o17UXmyEo/veRyuoAuSJCFTyMRl+Zdhy21bRj5wn7beuOVG\ntHhakG/Ox+0LbwcY4MHLH8Sehj1w1DpQnFkMm4F4s4O1W4yImP/8fHT4O+I8XhNvwm9KfxMv91px\ntAIf1H+ANm8bjLwRRzqOoKW3Jc6LVZAj5CAYC0LH65AlZGHb+m2YnTU2RljF0Qpsr9uOLzq/wGn3\naciyjKgchVFjBM/y6BQ7IcsyOIbDZQWXYUb6DIRjYQQigbgBn23MxoGWA9DzemhYDbr8XfCGvdBx\nOpTYSpBnzsN3Cr4Df8SPBy9P7sT0Tb1vphz6Lqy1tTRBut20u+/tpbBnUREl5hUUfD10CicDmzdT\nGNblokUrFKKM+Z4eCiUajbQgLV4M/PGPwx6qpqYGi0mIf7EsyzUT2ewxe2ZlQmCIv8jIRxgIhmGm\nA8gGkPTabE4nhWjnzaPx3dJCBmpTE2WDh0J0H/j9ZAwoiZSKhqzZTNfNYlHLxba303X+/PPBN4CC\nAKxe3ZXAXwfI8MjLI6NYEMiLWlBA/MmRQvbvv0/3qqJewLL0p9AYsrOpjYpSgdVK7114IYWzFaqB\nRqNybbu6gAMHugaVR3S7iZtZUKBqsPb2Ap9+mnpljv6e2YmCUkURGPs5DtZGm02VQFSulUZDNIO0\nNHrf5xtYUtxuJ8pAJELXTpk7urvVymAsS9fx+HEMGGfnO5J9vStPVsKkNSFTyIQsyzjeSdNMKBZC\nui59hG8nYqFtIWZmzETUH0W6Lh2Lchdh78a9yDRkwr7AjmA0iGgsCg2rgYE3oLG3cUzHzzRk4r6l\n9+H/XP5/8INLfwAAcc/xx40foyfYE/dUDueFLLIUkTKsT4KO0yHLmIWdDSrBX+H/9gR7KDwvE4+W\n71PfRsNoEEUUBq0BpTNLMSdrDn53YFhfw6CwL7CDYRgwYOJ6v8FIEF1iF9r8bYh6o5BlGSEphM/a\nP0MwGoSW1caVDzwhD7rFbgBkqPeKveQpPkvxaOxtRFSKokfsSV0CmFLyc4pVRErVXHkuGHcb+yaG\nLVhAHqjcXHrd5yOj9swZ1XMzGW1MMYZs53jHp1ICtaaGPIBnzlDfVleTJ07hX0oSJf9MofE/IQlg\nDMNkMAwzC0DR2ZcKGIaZxTBMxtn3b2cY5j6GYS5hGOa7ALYBqAHwfrLbYrORJzM7mwyUxkYyFEIh\nMhYkibLyc3LUwiJ33EHRoptuIrkms5muoWKQKOMnFBpas/Wee+4Z8FpREUlu3XgjsGgReXYVQ1vx\nrPWHKJKXtKpKleJS5J2MRmqTkrjWt3JVeblayWz5cjp+To4qL6YYRB0d96BxkPXWZqONr/csg7m4\nmI7f1TV0WycKg/XlRMBuJ64sMPZzvPvuewbMHXY7sGoVjR3FkF2+XK0M+PnnZKDm5SUeSxCIZ6sY\n07EYjdPsbLrmOh19RpFO+7ohmddbjIioPFmJ/S37cbDlIBbnLcZpz2m0elrR6e+EK+AaVLpqqGMd\n7TiKDF0GYm/H8MjVj6B8fnlcc1XgBVww7QJkCVkoSCuAgTeMq8SqUubWH/EnKBe4Q27oNDqEY2Ec\ncx7Dm1++OahGrKPWgfz0fBg1RsjvyAhLYQTCAdR312PzftKVtegs8IV8VNQhFkS+OR9m3gwNqwED\nBjpOh7Vz14LneGg1xEU1aU2jLmPbFwIvoGx2GXJNuRB4IV6hTAZFBeVtcvx3A+EAGtwNuHrG1bhq\n+lXwhX1o6GlAu68dN8+7GbMyZiEshWHWmnFZ/mVYlr8M86fNhzvoRmNvY+oSwPpqLE6hikipmivP\nBUlpo9VKHhe9nibT9HQ1zKrwOye7jSnAkO10OCh7uLt7bOPT4VCrQkUi5LVTEu4kiQxblqXXIxEy\nqqbI+J+oBLCfgoim8tk/Jc72BIBfA3AD+FcAzwBwAtgB4BFZHoEQNg7Y7Ykh/0iENh5aLXkqw2Gi\nhwhCYiKO8r26OhKv7+oiw+6TT8gYjMVUysJgePzxxwdti8tF3ykqIoqCkkw2FBwOoqkobBAl416j\noXA4w5Cs1/Llid5Eo5GM5bVr6V7/29/IaPJ41OREAJg793EUFQ3eb/v3q+NWr6fv3Xxz6qM3g/Xl\nREAQgPHy6ZctexxNTYlr2x13EF/e7abr3NJCChHBIG1GdDraaLW1Dd6WOXNobLIsffbii+mvulpV\ns+hfSvnrgGReb0XCSZZleMNe1LTVgGM42Ew2WA1WxOQYdjbsjIffh8PWY1txsvskGnsbEbsmhr98\n9hf8eMmP4++LEREmnQmSLEGr0aI4vTihdOtooZS57QtXwIWqpiq0edvwSdMnKMooQp4pD06/E1uP\nbYWW08YTpVq9rbhi+hXYdWoXuGs5QKZqZL2hXlSfqcbi3MWw6C2w6C1wh9zQc3qqlGbIwKLcRZBk\nCbVdtdByWhg1Rph0NEn5wr5Rl7HtD/sCO3ae2gkxIiImxaBhNWDBEq1hBRCRqNiEntejwFwArUaL\nxt5GdAe6IckSWj2taPY046Lsi5BtzMa1xdeiqbcJ3WI3ZmXMAsdy8Ef8qan+BdAkfugQ3dyKR2IK\nIFVz5bkgKW28/nrKrvV6aSKcOZMm0lCIJk2FNzvOcNX50I8A8Pgjj5D3pD+n0ekkQXiAxudoPdWK\n+HlxMfVjd7dacY1lycjo7qaFrqCAQoPLl08JTciJ0pl9QpZlVpZlrt/fr8++/6Esy3NlWTbIslwk\ny/KPZFmeEDZxf8m6/Hzgiy9orLvdZEx4PPR6382FIBCX8ZJLgOuuo/vCYCADUil3K4r0vcEwGLdK\nEIg7XVpKhqaiLjIURBF45x3gs8/IAGIYtfJXVhapMHzve6pqRl9vomL0BgJkDHd2kmEuSWSYpqfT\neF2wYNGg5yAIRDPgebWMb12dWpgllTgfeGpG4yJ88QXJlykGrSiSTFtPD3n3b7uNrkcsplI9WBaD\nbiYUA3f6dPLAzp1LHPzf/pbGTn4+PfYvpfx1QDKvtzPgxLLpy5CmSwMAyIyMfHM+3KIb9d31aOpt\nQkyKjXAUwof1H6IzcJbfmceh3d+e8L6j1oHC9EIUpBcgx5iDTEMm1pckJyHosd2PQdAIMPHkHd3f\nvD+unrDz1E6c6D4BDaOB0+/Eafdp+MN+GHkjzEVmZBoyYTPakGvKBc/x9J2GnaS3q7MgEAnAG/ZC\n4AU0e5rBMiyuLb4Wy6Yvw0NXPoSleUvhDXuRZ84bUxnbvhB4AZcXXA6r0Up0AykS5+eyeTRZ6TQ6\nZBoy8VX3V/hTzZ/wRecXkCCBYRhIkLCveR9cogsCL8Dpd6LZ04x8cz4Zsv0KSUw4Tp+mSdHjocW9\nP1doknA+zJVJaeOHH5J3dtEiCn8FArRY6XQUljxHvdnzoR8BYFFDw+ARgvFy5mw2WpTa29U+9fnI\naFI8tmYzeVqKiugaTJGKYJOtM5ty2O1k2EX6sHv9fjIe+ntZm86WbWdZVSbrppto3MgyGbRPjnFu\n76tEMJJcm8NB40jx5ClcWZNJLYbCMJRE2583qRx7+3aiuqSnq9xcgAzaoiI6j3B4cOrLwYPUB7JM\nBlh7O8mLRcbFjP56w2ZTy4Qr97bDocq3eb1EQ1Lmguxs2hxptQM3RKJI/Xz6NG2I585VOd+ZmVSh\nbts2euxfSvlbJMKis+BA8wF4w15oWS1Ki0uRoc8gVQI5iqgURZo2bVTHCkaD6PZ3oyfYA1/YB3/Y\nnxB2b/G2oMXTAjEqIkOfgUJLYdI8ha3eVuSacxGTY2DAIBwNwx/xo6qxCqfcp7C9bjs+bvwYPMej\n0FJIXF0GsBltWJy7GDzLQ8/rwYDB/ub9iMViOOM7g55gD77o/AJp+jQEo0GIERGfdXyGIksRbAYb\n7rr4Lvyx/I/Ytn4bXlr70pjK2PaHO+gGx3DQarTgGR4sWJi1ZszMmIlFuYuQZcgCZFJtCMVC6PB1\nwKw1I12fjkwhk7i0nBYsw8KoNaLQUjgoHWM4PPHEE8jPz4fJZMKtt96K7u7u8Z1MYSEtBNFoIr/r\nW6QGSjh1+nSaWBUtw54e4nImSW92ykMxZMNh4gW++SYt5GVlKs9wLJw5u52+F4nQYjZjBm0MlBKW\nABkk119Px5Xl1PMOh8Bk6cxOKpQCA4r3kuOIS9t3cy2KNC6OH6d7Jhym66vTkbTg+vXjT7g5ckRV\nFBkuA93pBK66iriVSlJhWhp5i1evpjE21DgKh8mjW19P97hGQxstjiND1mqlaoAmExlGWVlkNCnh\ncVGkdno86rh2uej1YJA2bN9CRVkZUTna2ui63n03GaTz59MYAlQpSlmm66/QVcrKEo+1dSuwZw9t\nHrxekuFavJg88ecQORsAMSLCUeuIh6eHyo4/nxGOhXG86zhCsRDMWjOujl2N2Vmz0eHvQLu/HSXW\nklFl54sREe2+dvRGegFQWdxwLIw9p/fgseVEnG90N6In2AO36MbBtoNo8bbgp5f9NCl9mm/Ox8GW\ng3GDUGIlnPGeAcdyyDPn4bT7NILRIA40H0DZHBpQF1kvwhHnEVS3VSPblI1Lcy5Fg7sBLMNCp6Hk\nKT2vR4evAy7ZhWxzNmRZBq/hYdFb4klm/SkP40W9qx6ekIeSwRgGWlaLNF0ajFojOIYDy7CQIYNl\nWJRYS/AlvsQZ7xkEIgEEI0Fk6DPQG+pFhj4D/rAfBeaCMbXt6aefxgsvvIDXX38dmZmZuOeee/CD\nH/wA77777thPxmZLXNyngGfqGwVF89RoJO1IxZMQCqllOr8J18RmI0Ph2DFa6KdNo+eVleTtAsbG\nCxQESq5zu8lQCgYp61vxevE8LUIFBWTozp5NEkdTAN84z6zDkVg8QMny1+kSN9cOB3Fro1FK6Gtr\no2u7eLFaBGE49NdMBWgMPPYYVeNrbSUO5XCREJuN2lpYSIlJa9aQLFhZGbBx4/BZ7O+9p6oQRKO0\nce3pUcve9vRQlKym5lUcPEjG0+efq5tZxauojGFRpD7T6YD//u+R+zmZGKwvJwLnkgB6662voqeH\n5tbCQppLlEjPwoUk0ZeeThsCn4+ua1oaUQcqKxOPt2sXba6UDVckQsdNUqVGanNExM93/Byv1ryK\ngy0H0eJpSciOFyMiKo5WYPOBzYMmGU0kknm9P278GGCAQguF//c27YXVYIWgEZBvzkcwGoTVYB3x\nOI5aBzwhD3iGB8dwQA2odG0fQ7XIUoRgNEhFFHhjgkbsueLJa5+EXkPC1xzLYf60+cg152Jmxkws\nzl0MHacDx3KQGRn2BXY0uhvR6GmEd78XESkCV8CF413HAZkKIOw5vQcNPQ2od9Ujx5QTL/sbk2Io\nsZYAwJgKSowG3rCX2ijLcYpBOBaGe58bhRmFuH7m9cgUMlFkKUIoGkKeKY/4x5wWMywzcPvC29Hh\n60BYCo/aE6tAlmU888wz+NWvfoU1a9bg8ssvx+9+9zts374djYNlwI4WDDOlKiKlaq48FySljYrs\nUE8PGVzBIC2qHR1kzGo05+QtPB/6EQBe9XjoXN95h2qfV1XRgu10ktaoUjFqLGAY6kvFkO07vpWs\n+RUrgI8/Js/L11nNYCrD6SS9V41GDfnPnUubi4I+hW1aWymS0dVFRoTZTMVGRhu9qKkZKKnmcNBx\ndToaJyMpiCj368KF1Lb8fNqAORwjaxY7nWSAd3TQ/R4OU1g7FlP/AgHA662Jl/OtqlI3s04n9VFa\nGhn8iqZtQQH1SyoxWF9OBMaboEyasDVoa6NNw5df0vfLymhePXSI+MY9PeQBVyICfj/xkvuPAWUD\nodHQRoTjgJMn6doPlXA45nOtdaDeVY/G3kZUNVWh8mRlQsjcUevAGd8ZaFltysXok3m9I7EIZMjQ\nclpKBDubQa9hNfEM+tHAGXCC11Bmv5E3guvgoNfoMT1tevwz+eZ8ZAqZuGL6FRSmN9qSZgxmGjLx\nT4v+CQumLYDAC2hwN6DD1wEtq8X+5v0Ix8IQNAJKi0sh8AKKLEXwhrwItYQgaASEYiF82fkleI7H\nl84v4Q/7IWgEiBERHf4OGHgDCtML8Z2C7+ACK0l6JJuHyrIsFkxbACNvhIbRICbHYOANYNoZlM8t\nx3Nlz2FJ3hI09jbihOsEnAEnGIaBLMuw6Cxo8bRgmmEaNpRsGFDSdyR8/vnn6O7uxurVakLeihUr\nwDAMDhw4MPaTcbvJu3DTTZQA43aP/RgTgFTNleeCpLRRSYYpKCC+XFeXyhE1Gqn85csvj9vQOh/6\nEQBqjh0D/vpXWjQYhjxvmzeTqoPZPD4e2nXXkcdVp6OFKD1dDcUyDBkFGzaQF+aDD4B336VFcJLx\njTNmLRbawJjNxHlV6tqvXp24kTt9WvVMchyFexV5r9FEL1588cUBrzmdFAWIRslQGUlBRLlfX34Z\neOMNtWJfWhoZqkPJggF03Lo6+q20NDLYr7uOzicYpEedDtDpXgTHqQaW0gcKr/uii6ivdDoy/qNR\n6sNUYrC+nAgohiwwNsrVrl1AWtqLcLlog/HRR9RHlZU0Zq68kvjybW005goLaX4AKI+hro7mW5eL\nNilffKEqoihliE2m5OaZtHhbcMx5DF2BLkAG6rrrsO34trgX1hlw4qTrJPa37E+6h24kJPN6Ly9a\nDo7hEJEi0HLEmXWH3FhetBylM0uxvGg53KGRDRGLzgLIRC+IylEYbjJgTuachIQo+wI78tPyEY6F\nka5Lx9ysuUlPSuI58gybeBPmZs2FP+JHs6cZAHFNFeSb85GmT8O8u+chQ8gAQGoEX3R+gTO+MzDr\nqDpZuj4dGk6DBdMWIEOfgX+//t9RkFYwJh7qaFFaXIo8cx7yzHmYN20eLDoLPCEPoquj8IV8AMjr\nLEZENLmbcLT9KLoCXXGdWaffieNdx7G9bvuYowWnzmZ2FxcXx1/T6/WwWq1oHc8O0Wajm3gsi0IK\nkKq58lyQ1DY6nbQ4ASqHKxRSM+7HKRt1PvQjALz4zDPkFRNFCvnFYrSx2r+fFpHxhBq1Wlq0KipI\nR7SwUBWpFwR6/9gxtZrUqVNU0nmS8Y3kzCpeL6uVwveXXEJh+75QQvvHj9N85fXSfVFXR3zI8cBm\nI6Oytpbmv7y8sUVC2tpovNbVkXETGyYJu6wM+Pd/JwNYksirfPgwGbZKkYXGRhrfGRlksC5erFIW\nbr2VPLUtLaqMlFLBagpF1ZIKm42oFq2tZMT3138dCj4fzR/BID1XZM9aW8n4bGmh8ZSXR/1YXEx8\nZL2evNwuF3DPPfR/WaZro2gKFxTQtbZa6TolK8+k0d0IWZYRjAThCXsAAGJUxLsn3kU4FobNYMMe\nzx582fUljpw5ghxzDu6+6O5zSgCaDNwy/xZ8euZTFFoKMStjFuwL7MQT9jth1BrJ+2gcnSGSb85H\nT7AHGfoMLM1biufKnkvwDgq8gGdXPTuAh5wsuENuLMpdBHfITV7VKC1OwuspYwAAIABJREFUVoMV\nBekFWFawLG6Y2xfY8VHjRzjcdhgRKUJ6sZwWGpZu4m6xGzqNDgaNAfnmfLT723Gq5xTe+vItfG/h\n9yaEO72+ZD0VaGCABlcDBF5ATI5hmmEa9jbthUlnQpePjFdv2AtJliDJpGbQ4euAiTch25SNIkvR\nmPm8Pp8PLMuC70f2NxgMCCo37mghirSIHD5Mk+HKlVMiAeYbCYuFEkMAWhAFgYzZWAx48UWaNK+/\nfnLbOJFwOGhB93hUQ16nI/3Ghx5SBfUVHdJBys4PgCTRdyoqaNGyWOj7DEO8OFmmBSori14PhaaE\nUfCNM2bdbjJST52i69LbO/imuqCAVD88HrXowurVdI0rK8entapo186cSRzrn/1sZO6ty0Ue2NZW\nSuiSZTJIe3uH/+62bfRZUSSjKRBQvappafReTg6FvqNRuuc3bVK/Lwi0ofv5zylZVBBU1Y7e3rGf\n+/kAux34xz/o3szKGv36pNer3m6WpbHjdpMhqyTtKV74a66hTVF7O0WAOjvpu6dO0QZHFMl7X1hI\nY+2++1SPcTIdQEWWIkTkCBkLYCBDRm+wF/84/Q/E5BjeuOUNPPnxkwhEArAZbdBr9Hhs92N4ae1L\nyWnABEKMiNh6bCt2NuxEOBKGQWvAxks2Yno6UQLiBm3AOWrvY2egEwatAbMzZ2NG+gzMzpo9qME3\nmEZssmAz2HCi8wSa3c3whDzQclpY9Bak6dKQn5afYJgLvIDnvvsc/nL0L3il5hVEY1FKtuKNyDHl\noEvsghgRIUvElW33tYNjObxf9z4kWRqV7u5YofSNfYEdG7dtxPGu42BZFizDQoxSNIDlWMTkGCIS\nSaYwYMCzZIin69MxzTANwNj5vDqdDpIkQZIksKzqwQ4GgzAYDGM7EYWPpNeTt+DQIcoI/haTA8Vj\nGImoSXkaDU3C3d1kaD366OS2caLgdNJmassW9dxjMeK3dXZSEphORwvRzp2jN2aPHCFeo9FIUmeF\nhaQ7GY3SgmU2kzdMkmixvPrqiT3PUeAbRzOw2YineOGFZDgM5R2128kTqigAZGcTF/pcFD8U2kBZ\nGfDd744uK/2xx6gdgkAeOlGke3baNOJgD4UPPlB58Yqe7nXXkWf4oouoH7KyiO71ve9RcYU9ewa2\nV5GTs1gS9Wy/jhAEuvdLS4Hbbx+9aoCyYVASak+coPve5aL+1uupr2fNUjWPFb3pkyfVYgqRCK2N\n7e30l5Oj8qb76wifK/LN+bAZbEjTp6mVmCDDE/Tgo8aP8NKhlxCIBJBnzkNxRjEsesu4qj9NBhy1\nDuw4uQP1rnrU9dRh9+nd2LR7UzwsrRhVD17+4Ki5l6fdp1HvqoeW08IlunDafXqCz2IgymaXYcep\nHegN9iIkheCL+NDua0erpxUfnf4Ida46lM1WpTEEXohXIVtgXQCO5WA1WhGRIrAKVsybNg9p+jQc\n6zwGgHi5oVgooeztREDgBWQKmTBpTTDwBgRjQbT72mHRWeD0OeEJeuKflUHRAzEqwh/xoziDaAJj\n5fPmn9W/a+lTuzscDqOzsxMzZ84c9DtbtmxBeXk5nn32WQDAmjVrUF5eji3vvw8cPQo0NmLdkSN4\nu7o6IZS9Y8cOlJeXDzje/fffPyCxqKamBuXl5QPKkm7atAlPPfVUwmtNTU0oLy/HcUUe5Syef/55\nPPzwwwmvBQIBlJeXo6qqasA5bRzEoFm3bh3efvvthNfOi/NwOinhJSsLsNmwzmDA2yYTeSsBQKPB\njrO/N6XPox9GfT0sFtz/1lt4ta9nNBRCjduN8tZWdAUC9NrZRMVRncfZSl/Pv/ceHn7tNTJ6RBG4\n9FIE5s1DucuFqmBQ5R0C2HLoUMJ5KPdOH476ZoZh3mEYZsOAk00SGFmJiZ4nYBhmEYDq6urqcQkb\ni2JiRbDhpLF+/WuioygJOQxDWek228ie2fLycrzzzjuDvvdf/0VGzpIlI7f3pptoE9TSoiZe/e//\nrRo3Q7XjiisoGSkYpM+yLHDDDUTzmjUL2L2bqBMnTpTjnnvewezZ9LkHH0w8TkUF/faOHWQQz5kD\n/OEPyZOHGg2G68tkQhSBBx6gfiktpQIXoznPW24BPvigHAbDO4hGaaxcfTVtOBgmsTqbcr1+9CPi\n2ipz5rRpxN1ubKRrNH060Vl+/OOhf3esqKiowJ133onq6mosuHAB1lSswZGOI3AHKTTNgIGG1UDL\narF27lrsOLkDYSmM/LR8zMqchWJLcUo8s+d6vTcf2IztX23HZx2fQTpbVHBx7mLcdfFdca/pWGXJ\nHv/H43i5+mVIkJAlZEH6Lwkn9p0YdxvHg9c+fQ2P7HwEPcEeRKQImLP/TFoT5mfNx/oL18NmtCV4\nhkuuLsHiny1GnjkPHzV+BIEXEAgHEIwG46oC9T314FkeGlaDYksxZmfOxpbbtgzTknPHU588BUet\nAx2+DvS81oOy/6cMq2ethqPWgd2nd8MfIUFsFiy0rBaL8xbjxnk3orG3EXOy5oxZSi4YDCIrKwu/\n//3vce+99wIg4+DGG29ER0cHLMMkAvS9bxYtWkST4p//TPyiGTMo9FJSMnDynASkaq48FyS1jffd\nR54AvZ74dzxPWobBoCq/YzTS5mMMi9b50I8AUH7xxXinro48r31F7BW5pksvJQ+rVkse3JE8s6JI\nIdm//50M1VmzSEKpupoWMoA8vAcOkGESCKjjv6JiwOFqamqwmMpULpZleUKz6r5xNAPFOzoa5OUR\nh1IpGFBYOHrv2AMPPDDo66JIJXEPHSIP3nDGNEAe4UOH6H6Nxej33W4an8O1o7CQxndHB/2mUr53\n2TL6f14evZeR8QA++YS+4/MBTz1FBlVREf1GWRlRFqJR8gxfe+3I555sDNWXyYbDQbSL9naSHzty\nBHj22eGvjyjSfMkwahtNJppLFy+m6mteL/VlX6717Nkq1UuS6FoJAlEPpk0jGspE0jkEXsD6hesh\nRkUcaj0ECRJ4joeO04EFi48bP4Zeo0c0EkWP2IMmdxMqbhk4WU0EzvV62ww2dPo74Ql64hJQp3pO\nocWreuUctQ7UuepgNVhH5F+KERFvfvkmAtEAMoQMMAwDw5VjDE0nATsbdkLgBbgCJGMin/3nj/jR\nKXaC5/gBofcb7rgBzVIzGIZBvjkfi3IW4Xj3cexu2B2XvRI4ATHEEJWi6PR34tKcSyf8XGwGGwrM\nBYhKUUy/YTpWz1oNd8iNTCETsixDw2gggx51vA4ROYIMIQNajRYPXj52o1Gv1+MnP/kJfvWrX2H6\n9OkwGo148MEH8ZOf/GRYQzYBjz6qhlQzMymErWTXTpFwVarmynNBUttYVESTp9dLyS+KcbVvnxpW\nLSigbPvRhNgnoo0TiAeysoiDGA4PfNNmo4VnyZKRDQYFDgeN66IiMljJSKAx39NDxogiQC9JtAD2\n9tLfa6+dmwD/OeIbZ8yOBRxHhl8kQkk7paWjN4RXrVo16Otbt1JomePUEtLD3WMXXkjGpMdDRtO8\neTQuR2rHqlX0G7EYbdIuuEBVkIlEaPNKBvKquAc3L49kpUwmmh94nvjBWi0ZXxaLqnU6Hs7weDFU\nXyYbra20eRFFUrnQaEY+V4eDNhwctwqhkFqpzeejzezMmapnti/XOj9f1QE+dkwtGwzQennkCNEQ\nlDloIuaHQCyAW+bfgi86voA/6kc0FlWNBylC5VMZEy7JvQRaTpuy5K9zvd72BXY8s+8ZSJAgSzIM\nWgMCkQAa3aqeaKu3FSddJ9HiacFl+ZcNy7901DoQk2LQcTpEYhFEuShmLZp1Tm0cDxgwuCT7EnQF\nuhCNROOvS7IEX8iHqsYq3DjvxoTvbLp3E/7lw3+BL+RDmi4NDMugyFKEQkshXKILTb1NYBkWkiwh\n05CJbGM2ZmWl5txkyGDAIOfiHABk4AajQeg1egSjlJTFcRysghVaVotdp3ah2dOM6rZqrCxeifUl\n68eUqPZv//ZvCAaDWLduHTiOw/e//308/fTTo29wRwd5APfuJa6WxUIT6xSpgASkbq48FyS1jfn5\nNHkq/L9XXiHPSzSqJi3JMoUWx2DMng/9CACr8vJokT9wQM0IV7SPWZYWtIyM0WczO53Ebzt1ir7H\nMBSO1WrJy+Vy0XjnOArZRiJ0TwDEbdRqU2sc9ME3jjM7FrjdlLBTWkqPyZAS3LWLwsiZmWTI7to1\n/OcPHiRvvslE4+fo0dFpja5fT17VhQtp7C1erIa6T5+miExXF21ePR4ypLRaOseeHtroKvNDS4uq\nl3rsGD3/OuL0aeojnqdHRcFiODidqqfcZiOj8yzlCMeP0zULhwdyrRUN2k8/pf6WJJoTdDqaLxSe\n9jiVZUYFm8GGV6pfgZbTQsfqoOW0YMAgFA2hV+yFO+gGz/Hwh/zIN+ePfMApAoEXMCN9Bgy8ATpe\nBxkydBodiixF8c8wYLCveR8+OPkB/vPT/4RBM7Sn1RlwItOQCZ1GhzxzHrScNkFfNlVYWbwSeo0e\nVgMZdwwYcODIm86yaPI0DUhmE3gB1xVfh9Wzibu269QutHhasK5kHTKFTGhYTbysrxgWUWwpRoG5\nYLCfTyrcITeunnE1rppxFa4pugbukBv2BXYqx5teCIvOgnR9Ooy8ERa9BcFYEIfaDsEVcKGuuw4f\nnPxgzNrHWq0WL7zwAnp6etDV1YXNmzcPUDcYFk4nhdPq6sh7deWVw1eu+RYTj75JBXv2qHqokQji\n3oVgkAyxrxtEkbhpPh/J3WRm0gbLZKLwHsuSZ+XYMfJcjWYhsdlUikJWFhm2SsWeOXPIMzN7NilE\nGAz0ZzSSEfHJJ8D27ZNWQOFbz+wwUCrFJTOTXJFm6///4T4fDKoboFBodFqjgkD3+Zkz5Ak+ehS4\n+WZ6raGBxqbCA2ZZet7YSGOzp4fG8nvvkZGmZNtHItQPHHfO3TAlUVhI/eZy0cZeqx1ZU1ehfWRk\n0P3s9dJzRRGhu5sM1pKSxPGzbRsZs4oqkNtNG2ulQtuFF46tSMdYIUZEhGNhdIqd0LAaCFoBabo0\ntHnb4gZERI7A6XMiXZ+Oi20XQ4yI5025WyNvhCzJECMiGDDokrsgaNS2H3MeQyQWAcdyCMVCqG6r\nHvJYNoMNywqWoesrUgDINecm6MumCutL1uNQ2yGU2EoQiobgEl3gOR7p+nToOB2KM4oHXB8xImLP\n6T3YUb8D/rAfVqMVXYEuHOs8hrbeNqTp0iBGRMTkGEJSCGm6tKTKiQ0Fi86Cnad2IiJF0OnvROlM\nKvawsnglajtrkWPOQYe/AzaTDREpgi5vFzrFTnAsB6NoRFSKplT7GABNmJJEj/v2UWiN5ycudPIt\nRkZf3uA//kHXprOTrhPD0CQeCJBX5+sGh4M4rbEYLTKCQMUM3niDPLHV1cSZkyQyJNauHfmYiuQS\nz9OCdfnlicaP00l9/Pnn1L/RKHnColEyYhsaxkzpSBa+9cwOg3PJJO+fiaigtJTur3CYHktLhz9O\naSltutLTVY3S0WqNOhzkTb3iCnIiKGV429pobGs0gCy/jWiUNnetrWTI9vaSURUO0z1RW6vKyCkF\nJFKJofoy2SgoIHpRQQEZsUoBheFgt5PBH4m8DZeLjNO+qga1tUQZsFgSx8+uXfRZpRqbz6fKV/b0\nUOGESy+dOPUIR60D9T31sBqs0LAacAyHHrEHAFXN8kf9iEQjkCDBorVgb9NebD2WmiovybjeJbYS\n8BwPBgy0GtI27evJc4fcyEvLQ7YpGwusC9AR6BjyWGWzy3DGdwYm3oTlhcvx5m1v4uMdH59zG8cK\ngRcwJ2sObpx3Iy6ffjlyzbkAAJ7lkaZLQ2nxwMnkly/+EjVnatDiaUG7vx1HO46iubcZYkSEXqOH\nGBWpQppGizxT3pCSYxMBpfpay/+ooR6nz4meYA/cQTdicgy9wV6EpTC6xC5IkoSYFEM4FkZjb2PS\nC1KMCEU7z2SiyVivn9jQyTiQqrnyXDBhbVT4m0o1LJala2WxkK7mVGhjMuF04u3GRpLguece4rkq\ntc/r64kWoyxIjY2U9T0SlM3BK69Q+DASUY2fsjIyVnfsIL3OYFA1YhVZsKysSSug8K0xOwyU6zqe\nSNKWLYNnA69fT1UQly2jx5HkCdevp89eeikZtjfckFh2dzg4nWTANjSQvrcSASgqIgOZNlbUTkmi\nsakUUGhoIE+jokF90UW0SSssVKuFpQpD9WWyYbfThnTBAkrg3LBhdNSSpUsBp3MLWFalaPX0qJJo\nCqWo7/hRKsuxLD1KEm0uDAa6PtFo4jySTFR8XoF3v3oXu07tgp7XgwWLYCQISZZg4AwIRAMIR8MI\nxAKISlHUu+sRlsLY1TACJyZJSMb1LrQUQsNqkJeWB6vRCqvBis6AWoc535yPYITc4r6wb1gaReXJ\nSuSZ83BJ3iWYmzUXlScrUzYm+8NmsMEf9iNDnwGr0QpBI9DmI+xHOBoeUBVrz9/3oM3bhlAsBMjE\nUw1EA8gUMvGTy34CWZYRioVg0BhQlFGUMsmxvlXY/J/64Q65IUZE7GjYAYveAp7jMT1tOliGxcwM\nks5iWAYxOYaoHIWgEVLiQU6AIhZfX0+h2927aac6hXhXkzUux4IJa6NSp14JryuVhb7znTHrAJ8P\n/QibDVv276f/RyJkUDz4IHlrm5vptVhMLWqgLESjwWDGT2UlGQmhEC1QoZCaeMayZGw0N09aAYVv\njdkJwl//+tdBXx+rgSwIlFF/++0Uqi4oGL1xY7MRPUDxpDIMORHy89VqX1rtXxM2sO3tKq0hGCTP\n7pIldB/I8ui8ycnGUH2ZbAgCbT6XLaP5TzEmh4PDQUbro4/+FYJAmwWFKiBJtPZNmzaQG11aSkYw\nz5Mxqxi0wSBxmXNzJ46OF46G0eRuQounBQbegMsKLkOOOQdzp83FrGmzIENGDGp5uU5/J6KxaFyP\ndqKRjOttX2BHliEL4ViYkto0OuSYcuLvP3ntk8jQZyAUCSHPnDcsbaDV24pusRtu0Y1jzmNo9bam\nbEz2h32BHTajDXOnzYU35CXvM0Pe59c/e32A9/yh3z2EUDQEjuEABpBlGZCBTCETDBhcXnA5so3Z\niMkxiGExZdxoxSgHgDueuAM2g4085zLAMAyyhCzwLI9iSzHEiAgtpwXHcBB4ARn6DMzOTJ0HOQF+\nP92gokgcorN6s1MFkzUux4IJa2NREWkaZmWRMRuN0mS8dOmYD3U+9CPsdvz1oYcSQ8cuF/Duu4lS\nOJJEXpUZM87t95xOCusC1K/RqMqTVH4jEiEJsEnAt8bseYDxeojLymjebWqicbh4MT3a7RSJMBrJ\nSDUYVGMqEiHvrPIbDAP89rdkfMmyahhPEsd7wjFWaonCqQYosVmnU+X+eJ6M/zNnBnKj16+nohdm\ns8qVBVQZuGPHqCz2a68lv6/re+qRY86BhtWABYssIQsG3oDuQDe6Al3gWR4sWGgYDRgwkGQJZ3xn\nBg1jTyWIEREVRyuw+cBmOGod2LZ+G0psJRB4AXnmPLx+0+vxz2YaMvH4tY/j0eWP4qW1Lw2r1HCy\n+yQ+7/gczZ5mHGk/gpPdJ1NxOoNCKfjw08t+CpPWBHfQDZfoQoevA96Id0DBg7LZZTBrzYhJsbgm\nbbYpGwbeAJvRBrPOjGA0CI7h4A17ExQfJhKKUe6P+ONV2Fq8LWDAoDvQDQDgOR7Xz7oeOaYcFKQV\nIF2fjmxjNmZnzEbpzEkYi4qnKxajGzoSIaOhqCj1bfkWA2G3q0kOej1x82bMUCV4vm4QBPJMOZ0q\n3eWRR4iz1hdKcs6T58jzt9lozAPqo8KpUxLvlMVqEgyEbxPAvsaorCQPH0DjsLqaDFxBINpCcTEV\nhfjgA7rfe3tJoq+nhwxajqNNlqK88NVXaoXAcDi5gv5TBWPRIQYSkwRNJnIMeL10r3u9qjxaf2+2\nIBCHPi2NjF+Ph7yySuVBliWHz65dE6N2ImgEWI1WlM0hY+dUzykEo0F0i93QQIMIImBkChfpOB0A\n4KZ5NyW3EUnG1mNb4fjCgU9aP4EkScgz5+HD73+I/PShvY06jW7E4/aGe8GxHGJyDBzLoTc8+fWc\nHbUOdIvdkEDliMWIiEA4EOehKqg8WYkNJRvw+tHX4RJd0HJaPLD0Adx32X0QeAFvH38bHMsRbzqF\n5zZY2d9GdyNiUgzZpmxkG7JRkF6AR5c/ikAkgFdqXkEoSglqSonlSYFiGESjdHN7PMTZ+haTD0FQ\nvS5ffUWTclbWxGXRTgW89x5lhOfm0jlWV1M/KJW/lPD/nDm0kJ8L7HaqmKR4vgC1lLDXS79lNquG\ndYolur71zH6N4XRSEqfu7Hoty6qn0WZTDddIhDZWZjNtaF0u8uh2d6u87jfeoM2WRkNeyzfemJxz\nmmro68ktLaXNglZLfZ6bSxvnoShbZ86oyYCxmPooSapEYjic/Hn4cOthNPU0gQWLvY17UeeqwzWF\n1yBNlwYdp4t7bGXIMOvMsBqtmJE+A5UnK5PbkCRjZ8NO7G3eC0/Qg0A0gDpXHa7/f68fwCNVEJNi\nYJmRp0Ce5VFkKcKCaQtQZCkCz45BzmmC4Aw4UZReBA2jiVNATFoTVhYnhvhavC2od9eDAQOb0YYZ\n6TNw28Lb4iF6nUaHC20XYlHuokk/tyJLEYozSRrMarTGpdQMvAE/XPRD5JnzEIgG4p7clEPXZ+Mj\nSXTzjiZL9FukDq2t5J0tKlK1Jr/ONdgbG2lcRqM0FnU6Mi4FgRZrjiMvy223jf6YXi9t0vpDEEgv\n0mqlTUJuLoV1lUxmjqP+/vLLSdk8TIgxyzCMhWGYpxiGOc4wjI9hmGqGYVb1+8xyhmEOMwwjMgxz\nrP/75zsGq7ecahgMJL331VeUo7B8uUofsNvJeK2q2giGoc+azarKBsvS+Nyzhz6vcEGVhKVURhFS\n2ZeiSFX5Nm+mx5HOUxAo72Dfvo3YuBG49Vaig9xwA93vgjA0ZUupwmYy0e8otCNZVnVuWXbwefiJ\nJ55Afn4+TCYTbr31VnR3d4/6HHNMOfDH/BCjItbMWYM5mXPQ5muDGBERioUQQQQ5xhwYeSPMWjNY\nhsXS/KUpk0Ia7/VmwECMioghhogUQUyOocHdMKgKgxgRcdJ1Ekfaj6DiaMWQBi9A+q5aVotwLAwt\nq8XK4pWTfn8rBQZsRhvSdGlI16fDarRifUnirum1x1/D0Y6j6A33otPficbeRvzHof/A7gbKbF5Z\nvBLpunTE5Fj83FINpS/zzfm40HYhVs9ejRJbSQJ/V/HkPnj5g7jjojsmhy+rZGkqCUZaLXGFkiFA\nniRM9rgcDSa0jYWFqqE1bRotauPIoj0f+hEANh45ourp+v2UtZyeTt6QzExKCnvkkdGHUUUR+M1v\ngJ/9bPAFsK2N+jQ/n8K3iq6tTkcLl8cDfPTRyJqWE4CJ8sz+CMB0AD8EcAWAwwDeZhhmJgAwDFME\n4D0AOwAsAfARgP9mGCb1SuQThKlQQaS6WjVMQyF6rkAQFCm5VdBqiWbT1aUmf7lc5LWtrqbxvGQJ\nzeVKkZElS1J3HqnsS4dDpQ2MVnXnxAmgsHAVRJFUST7+mAomFBVRdGcoyta//iuth04neWHT01Xu\nLMuS5zwtbeA8/PTTT+OFF17An/70J+zcuRO1tbX4wQ9+MOpzbOptQrfYDRkyjFojjFojPCEPOIaD\nJ+RBOBpGb6gXVqMVRt6IPHMewtFwyqSQxnu9VxavpASns5AhIypFsaN+x4DPOmod8XC1Us52MChG\nrszI0HJarJxJlacm+/62L7Cj0FKILEMW8tLycP3M67Fq1qoBRt6iKxfBE/JAw2hg1pnBczwOtBxA\nh5+kyNaXrEfZnDIsm74MZXPKBhjDqYDSl4PxaAGgtbcVpW+UouSlEpS+UYrW3lFUjZkIxGKq5JOS\nrRkKTcrCPRQme1yOBhPaxoICypS+9lqaPMewye+L86EfIYpYlZNDSTH796uG5c03A//yL2TE3n47\n8POf0+IyGjgctPgLwuAL4PTptGjFYvRoNlM/Mwy9pnhjJgETxZn9syzLXcoThmHuA7AewGoA/wHg\npwDqZFn+5dn3fwqgHMA9AJ6YoDalFBs2bJjsJqCjg5K+lOp2Hf2kNNvbAat1AwwG+r/HQxs8QaB5\nmufp3nA4gE2bgP/5H5obMjLoeaqQyr50OlXP6GipVrIMrFixAQ6HqtFbV0dKEjNmkKTZYMfJzASe\neAL4xS+or5X5QZapzPhdd9HckCjpJeOZZ57Br371K6xZswYA8Lvf/Q5r165FY2MjCkchQizJEroC\nXQiEAzjYchBzs+ZCw2pIjxUAy7AIS2GEYiGStjJYMc0wLWWh3fFe7/Ul6/FU1VM44ToBgDy1Ai+g\nsXdgUpMz4IRRSyFio9Y4pNfZUeuA0+/E7IzZsOgt0HJaCLww6fe3wAu4Ye4NcPrpPPxh/6A80rX2\ntTix/wQseguiUhSt3lY0eZqwr2kfbpp306Dc1VRD6cuh2nL3trvR4mmBltOi3deOu7fdjZ13TYKW\npc2m3uChEHmjplgFmckel6PBhLZREf3fvp2eFxbS4jZGDuf50I9wOLAhO5vG4SWXqJ6RvqoFLS3k\nYW1pIUpCUdHwNdKdTtXLOtgCuHo1eWwUbqLRSOWdAfoew9DvO530uzU1E3b6/TEhntm+huzZ5zEA\nQSCenbACwPv93v8YwOUT0Z5vKvLzyRhiGPK85vfLg8nMJKN1/nzguuvovi8qIsqBorwRCBC/fM8e\n8jJecw0VElHoB1832GxU6KCpafRUK0WjWyn7e+AAfdftpr77r/8a2nlzxRVqxFKR6WJZmg8CgYG/\n//nnn6O7uxur+4iAr1ixAgzD4MCBA6M6x4gUgY7VYUb6DHQFutDY24iVxStxxnsGZq0ZgkaAiTdB\nw2rwl1v+gu/O/m4Cz3IqQoyIcNQ6UJBWAKPGCEEjQOAFTBOmYUYm8pyTAAAgAElEQVT6QEmavtJQ\n/rB/SK+zM+BEU28T6nvqEYqFUl91ahgM5cns/5nFuYsBBvCEPNBz+rh39uc7fj4svWKqoN3XjnAs\nDG/YC6PWiHZf++Q0ZPp0SiqIxcgjtWRJ8uqcf4vkQMngXbKEkhU4jha0r2MCmNNJ5waoiVcWC4X5\nd+6kx/p6ev2rr4gicOLE8CFHm42MBSU5pv8C1F8of9MmMmh5ngwGnY68Yu+/D/ztb1R+NEVIiZoB\nwzBXAcgC8MHZl2YCaOj3sSYAF6aiPd8UPPkk8NhjxInPz09U5hBFet3no5B4RgYlG0WjNBZjMYoe\ncBxpg69dS5EKhvl6J4fa7cBnn1EfjJZqpRizjY3Uh4JADhxJojkmFBr6u62twKpVJMUVCKjOnqGo\nXqdOnQIAFBcXx1/T6/WwWq1obR1d+NWkNSFNSEOJrQRXzrgS/ogf60vW4zd7fwNfxId0fToyhAyY\ntea491KSpVEde7KgeFAX2hbilPsUnH5nXH7q2sJrB3y+bHYZHtv9GFq9rcg35+Pui+8e9Lg2gw3H\nO48DAHqDvSixlUzoeYwFo/GqCryA58qeg6PWgTe/eBOdgU6SXeM0aPO2wVHrmHTP7EjIMeXgRNcJ\nmHVm+MP+BL3glCItjQxaRXokK+vrnVx0PkPxSgCUfNDfkzOZEEWVz6ZM8uMRE7fZaMEwGFTPh1Kj\nHqBHr5cWbK+XwqzK86EW8LIyyu6uq6Mxfne/ebG/3E9FBTBvHv1WU1Ni4oeSHJYiTLiaAcMwJgB/\nAPCCLMv1Z182AQj0+2gAwBhKVExtVFVVTXYTkJkJvPQSsG0bPfZV5nA4aE4uKqqCIJBRG43S3BwO\nq5rTkQh5DW020lFdsiT183eq+1KhxI0WkgR8+WUViopofVN4rwYD9aOyaR7qu9ddB9x/P80bDzwA\n/K//BTz88OCawj6fDyzLgucTs84NBgOCo5w4AuEADDzt6BWvpMAL+Pmyn8NmsMGopcSvuy66C4JG\nQImtBHpN6m7N8VxvZ8AJnuPR4G6AhtVAx+lwwbQLMCtzVpw+0RdKVa/ZmbNRbCkeUqnBvsCOgrQC\nhGNhZBuz497PqXB/jwZVVVVxo/d7C78Hq8EKPa9HVIoiS8iaEp7mkfry5bUvQ5ZldPg6IMsyXl77\ncopa1g8uF4Vf/H7aoc6cOTEl+s4B58O4TEkb7XbKug+HKRFsjNdoQtvocJAXg2XPrRyy3Y4qnS7R\n8+F2U6Z3aSk9ShJ5aBsbybgXhOEX8MpKeu+qqygUWzmCgo3TSV5allUTwi68kIzb9nZaAFOEMRuz\nDMOsZhhGYhgmNsjjn/t9VgPg/wPgBPAvfd4KAei/wugx0MA9b/H0009PdhOGhdNJG6rm5qdRXKzK\nSWVkqKVWzWZ6LRym+yQ7W90ApnL+TmVfKkY+z49+npFl4K23nkZ+PuUe3Hwz3cOxmKo/O1SRIElK\nLIpx663Ap58Cr746eDKpTqeDJEmQ+lnbwWAQBiXkNAI4jkMwGoQ75E4IT991yV3YtGITfrzkx7hv\n6X2465K7YNQaccX0K2DSmkZ17GRgPNfbZrDhH6f+gdPu0/CFfTDrzJhhmYFriq6BOzQwDOwMOMGz\nPDp8HdBpdEMadQIvYNWsVSidWYpbFtwSp1pM9ftbQd922hfYkZ+WD3/YDwNvwNysuSlL6hsOI/Vl\nVXMVlk1fhnsX3Yt/WvRPONh6MEUt64eODrqxw2GiG7S3j9+rNkE4H8ZlStooCCRHVVpKSVBjvEYT\n2kankwzLQ4fOLcwpCHi6sRH4v/9X9XwoOpGAmvjx6af0Gx7PyAt4aytx46qrKVw4UrRPKaQwfz49\nlyS6L3JyyHiY4p7ZHSDPqnmQx7j+A8MwHIC/ArACuFmW5XCfY7SC1A76YjqAU0P9KMMwGxiGeQfA\nZgBYs2YNysvLE2oor1u3Dm+//XZiY3fsQHl5+YDj3X///Xj11VcTXqupqUF5eTm6uhIov9i0aROe\neuqphNeamppQXl6O48ePJ7z+/PPP4+GHH8bWraocUCAQQHl5+YDd3pYtWwaVAEnFedhsNM7uvPPf\nsW9fOXy+49DraVwajUA0+jx6eh7GtGmUGCoIwC23BLB7dzkKC6sS5oaJPo8XXnhhyPNQMNL16Ivh\nrsdzz22EwZDIfx/pPGQZ+OUvt8JuB7Zvvx8nT76K2bOByy6j6BbH1WDPnoHX45e/3IQnnngK776r\nGq4vvdSEyspy1NQcR2UloAwj5Tzyz4bLWlpa4uexe/dudHZ2YubMmfHz6Hs9/vmf/xk5OTlxxQPf\naz6cfvk0ChoL4jJH69atwzvb3klo384Pd6JsbRnue+8+3LT1Jtz33n1wBVxT8t5ZUbgCexr34NiL\nx9BV3YVILILazlr4w350HOkYMOZsBhveeuYt7H9nP96vex913XUQI+Kg5xGVonjnD+/g5edUj+DW\nrVuTNuZSee+0bmuF8wMnYlIsvpGZ7PNQrvdQ5/Hb+3+L022nsa95H445j6HF2zKhc4ByHlu2bEF5\neTmeffZZelNJJJAk2tl3dEy5ylJ9752pipS1UUnOUyR4xoAJbaPCSwXGH+Y8qyG59corE70e/UtY\niiIt3pmZ9NrevcAnnwytOXnyJBm9gkDZ3qdPD9+Ovr8nirTRi0Tou6KY0hAuI0+AjALDMAyAvwBY\nCOBaWZZ7+r3/ZwBzZFm++uxzFsBpAL+VZfmlEY69CEB1dXU1Fi1alPS2f1PQl7ZjsZCyR3090V6C\nQUpA2rCBxqXNlvJiHpOGigrg4EGKIs6fP7pz//BDmjevu07t1xdfpH5ds2boPqyoAKqqyNmjRCz/\n/ndSQVA0qGfOBPrs1xAMBpGVlYXf//73uPfeewGQcXDjjTeio6MDlmFkgioqKnDnnXeC+zEHOVfG\npbmX4oeX/hB3XXIXBF5AxdGKAdnxHzV+hOq2akrdlIHFeYvxxxv/OM7enTj86N0f4Y0jbyAmx6gc\nL8vCarDiyeuehH2BfUDymhgR8c+V/4zDbYcxf9p8XJpzKQrSCgblj350+iOc6D6BNXPWoCCtIFWn\nlHS89ulr2HlqZ7xk8a0X3IqNl059Pc2f/P0n2Ne8DzmmnHhp4pfWDrtMJBXKfVN95ZVY5HZTqCU9\nXZWBevDBlLXlW4wBTifw/7P35tFx1Ge+/lO9L9qXli1Zi3dsBDHYbGEJxI4TQxATZRJEnA1ySe4E\nmHNJDgnzGyaEe5kM5A5whiWTSYbhhsTYkJkelmDAsYPDGhtsbGO8yZZkWZLt1r51q9f6/fG61Fqt\nxeql7Hp8+rTUqq761LdcVW+933d58UXx0J5p96uZJBCQslnHj8NNN03Pu79unUz37dsn8X/l5WPf\nqG6+WVpNHjsmD2IuF1x9tRQ5/8UY59DDD8Mnn4jGrCxYtEjK7UzE2rUShtPRIQ97fX1w+eXszMtj\n+aOPAixXVTWhpQ0SFdDwNFKxoBrIUxRF+590UlXVPuBxYJuiKP8AeIE7kNvlb8ZYl0ECGBnHXVMj\nWfe/+pX8Xzz/fJmR0Kp4nCtUV8vDaV3d5MMpPve5+M8bNkgL2mBQkkfffVcaKIy1nuZm2Y7fL6/F\ni+X6pFX9CQZHhyc4HA7+5m/+hp/85CeUlpbidru5++67+Zu/+ZvTGrJDiakx7CY79Z31PLPrGTLs\nGay9cO2Y5ao+bPmQUDRETI3htDr5sOXDSW0j2XzY8iEmkwk1poIi+3j5nMvHTW5yWp3Mz5nPvtZ9\n9AR7ONR+iBGdYAexmiU+eWSrWL2xuX4zoWiIXGcu0ViUzfWbdWHMzs2dS3+4n0A4QJY9a7AzWNKZ\nPVvCC7Tp3EWLjOSvdCYrS2I/Jxl+lTScTvjGN6SywHS9RD6feJ3q6qRAfH7+2EZxdna8QLyixDuC\njRc+MGdOvLPdVLzGiiLbLikRr5jZHK/zmSQSZcx+G1CB90Z8fivwrKqquxRFuQV4CPg7YDuwWlXV\n/gTpMZgAp1P+75WViSG1ZMm55ZHVcDqlcsOhQ5KINVW2bIl3SwuHxRgd78G7oUHCi9zu+IxOaSnU\n18tDtM0mv4/kZz/7GQMDA9x8882YzWa+8Y1vTCnGy2wyD8bN1nbW0twrFzaPyzPKM+u0OPH1S3KV\nzWzDbU3P9p12sx1UaZSgoOC0SKzr6TjWewx/yE++M5/2QDtHu0YHNgfCAT46/hHP7n6WNw6/wRcX\nfZGaypq0LlM2HgoKA9EB2nraKM4s1o1xXpJZgtVkPW093aRwww3i6RqZiW6Qnjgc4rVMR8zmqWUZ\nj8TjkTJDLS1SOqe3VzwpI0N9FiwQD3Bzsxi00agkiZWNLlcIxOv0TvX/98qVcvMLheJtdevqpCpC\nkkhUnVmTqqrmMV7PDlnGq6rqIlVVXaqqXquq6v5EaEkVI2O00pWhOtva4u3H06n8VrLHsqxMEkBv\nugm+/32ZOZkITaOqyoxOLCZJZMHg+GF15eXyIJyTIw/W5eXwhS9IEun8+fL+hS+M/p7NZuPJJ5+k\ns7OTtrY2HnvssVHVDU6H1WQdTCCLxWI0dDUAY9ctrTm/hnA0TGegE3/IT835ie8QNdXjHQgHMJvM\noCLNH8w2zvecP2E3q4qcCrIcWQSjQfKd+WN6/Lz7vbx99G1cVhdRNcqWui1493t1eX6vnLsSVKnb\nWtdZh8viSos6sxON5WTq6SaFP/5RTubqagktGKvcSIrRw/9LQyPxfvHTpboaTpzgnvZ2ydQuKhJj\nciQlJXJTmjdPPNTRqHh0h9bpHMrQbOSp/P+uqRGD1mqVEIa6OvEI9fZOfx+nSPLqJpxjlI335JNm\naDo7OuDVVyWBUWtwc6rBVMpJ9lj+9KeS25GZKQ++9903dngRxGNkjxwpY906qYZy4EB8Rue888Z/\nKJgzR5Jth87oVFfHG7kkyvGjoBBWw5hUE4uLFlOeI13DxqpbmmHPoDynnKga5bz888iwJ76qwVSP\nt3e/F7fFTXFWMQ6rgwJnAWsWrZnQe1qSWUJJZgl9oT7a/G3Yu+wEwoFh32vubaa+q56oGiUUDWHO\nMOPz+3R3fgPctPgmHnnvEboCXZgUE52BTjbs3ZDyUIOJxjIdupQB4nXSSpyk6ZSVHv5fJk3jGdRz\nTajGjg545BGZitu+XQzLqcb0Op0wZw5lx49Lp6NodOw2smvWwKOPytSfxSLGbVHRzD+EOZ1y41qx\nAnbtitea7e6e2e2choTXmT1Xueuuu1ItYVJoOu+7T2YfLBaZHt+1K8XChpDMsQwEJAGsqUmm+53O\n01cn0a6VX/jCXfh8cj5fdlk8N2Tp0vHDjkYmnmrX2uk8GE8Fp9WJ0+Ik15lLaWYpczLHT2rqCnZx\nbcW1LClYMm6Zq5lmqse7ubeZYDSI2+4m255Npj3ztPukUb2kmv5wP7tP7OZw52E6/B1s2Ds8i7mh\nq4FILIKKSn+4nxN9J/C4PLo7v0Fq6/aEeshyZpHrzKWxp5Et9WN4c5KMXsaS2bPTa8pqDPQwlknT\nqF2ctWM2hcoTCdV4331SMaCsLO4tmQ6f/jR3zZ4tD1k2m3hGRvLaa7Idi0Ve3d3iaUlEFQ5trA8c\nkHctVjdJGJ5ZAyBusLlccl4Eg2l9zU4YXq+EWmil+g4dEuN0PLTzF+S9q0seuicTdjQyCS9Z5Lvy\nibgixNQYzX3Np5229bg8nOw7idPiTG284mk43H6Y7mA3PQM9dPR3YDPbJj0V3e5vJxKN0NDZwLGu\nY7zZ8Car562mJFtKoJXnlNMf6udA2wEsZgul2aWpm+Y+Q5p7mwmEA0TUCBbFgtvmRmXmq9mctWRl\nGR2/9ERTU3yqOzNTEvZSjeYtURS50ZSVTVzLdTyqqqRe7eLF42dq+3xSZqe+Hjo7496WRNzcPZ74\nerOyxIgwjFmDZFNSIm1cI5H4FPl4hf7PZnw+qeTyu9/JfSs3d/zwIoifv0NDBVJlpE4Wt82N1W3F\naXZSkl1y2ul4zXDz+X14XCmMVzwNPaEebGYbea48LIqFooyiSSVoefd7CUQCdAx0EIlFMJvMKIrC\nt176Fpu/uRmAOZlzsJls0vZXS4rTYfIXiJfZYXbgj/gJRAKYFBOr5o7hzTEYG61uppH0pQ+OHpXp\n9YwMeU+HG5rXKzdXrc7rRN6S0zFrFtx1l0wBjtdpS7tBLVwo27roIrnJj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PIGThdb7/XK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\nvrz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TDxr1gh7GUhcaFy8WgxSGFxQHCT+IxSS0IByOe2gzM6WGo98vHpD29oQnVehhLJOF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\nMsxKkiSpWYZZSZIkNcswK0mSpGb9AUJs6MhZSBcCAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xc5bf7b8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 子图创建3 - 多系列图，分别绘制\n",
    "\n",
    "df = pd.DataFrame(np.random.randn(1000, 4), index=ts.index, columns=list('ABCD'))\n",
    "df = df.cumsum()\n",
    "df.plot(style = '--.',alpha = 0.4,grid = True,figsize = (8,8),\n",
    "       subplots = True,\n",
    "       layout = (2,3),\n",
    "       sharex = False)\n",
    "plt.subplots_adjust(wspace=0,hspace=0.2)\n",
    "# plt.plot()基本图表绘制函数 → subplots，是否分别绘制系列（子图）\n",
    "# layout：绘制子图矩阵，按顺序填充"
   ]
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
